{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3b51af41",
   "metadata": {},
   "source": [
    "# 数据挖掘项目介绍"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c804c409",
   "metadata": {},
   "source": [
    "1. 项目名称：快速挖掘51job职位数据之努力打工\n",
    "2. 项目内容：实现了url模板自动生成（构建参数模板）、分类部分（工作职能+2个分类+关键词构建参数模板）、页面内容爬取、尝试翻页、详细页内容爬取\n",
    "3. 数据加值宣言：本项目产出按学历要求、公司性质、工作职能及用户输入的关键词挖掘的相关职位数据，以解决打工人就业前想要快速了解职位的需求"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5bdd292",
   "metadata": {},
   "source": [
    "# 准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "30fe8a8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import urllib\n",
    "import urllib.parse\n",
    "import requests\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "21595127",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://search.51job.com/list/030200,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a1497ab5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/jquery.js?20180319'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/js/2016/pointtrack.js?20210511'>,\n",
       " <Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/login/jquery.placeholder.min.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/utils.header.2bf76207.js'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' >,\n",
       " <Element 'script' >,\n",
       " <Element 'script' type='text/javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/index.b1d5970a.js'>,\n",
       " <Element 'script' >]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script_list = r.html.xpath('//script')\n",
    "script_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "23de4c73",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script_url = \"https:\"+script_list[-3].html.split('\\\"')[3]\n",
    "script_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b0d205bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res = session.get(script_url)\n",
    "res"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "938e20fb",
   "metadata": {},
   "source": [
    "# 学历要求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d7ded689",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"初中及以下\"},{k:\"02\",v:\"高中/中技/中专\"},{k:\"03\",v:\"大专\"},{k:\"04\",v:\"本科\"},{k:\"05\",v:\"硕士\"},{k:\"06\",v:\"博士\"},{k:\"07\",v:\"无学历要求\"}'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "学历要求 = res.content.decode('gbk').split(',window.d_search_degreefrom=[')[1].split('],window.d_search_jobterm=')[0]\n",
    "学历要求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c34c5c45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'所有': '99',\n",
       " '初中及以下': '01',\n",
       " '高中/中技/中专': '02',\n",
       " '大专': '03',\n",
       " '本科': '04',\n",
       " '硕士': '05',\n",
       " '博士': '06',\n",
       " '无学历要求': '07'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 由上可得工作年限的参数k,v\n",
    "工作年限_str = [\"所有\",\"初中及以下\",\"高中/中技/中专\",\"大专\",\"本科\",\"硕士\",\"博士\",\"无学历要求\"]\n",
    "v=['99','01','02','03','04','05','06','07']\n",
    "学历要求_参数构建 = {工作年限_str[i]:v[i] for i in range(len(v))}\n",
    "学历要求_参数构建"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "30f88f00",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模版_list= ['https', 'search.51job.com', '/list/030200,000000,0000,00,9,99,+,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版 = urllib.parse.urlparse(url)\n",
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "print(\"参数模版_list=\",参数模版_list,'\\n')\n",
    "参数模版_dict = {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")}\n",
    "参数模版_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "37f454dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "学历要求参数 =  {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")} \n",
    "学历要求参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a6c7550e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def url_参数模板生成(学历要求):\n",
    "    学历要求_values = 学历要求_参数构建[学历要求]\n",
    "    学历要求参数['degreefrom'] = 学历要求_values\n",
    "    学历要求 = \"&\".join([k+\"=\"+v for k,v in 学历要求参数.items()])\n",
    "    参数模版_list[4] = 学历要求\n",
    "    url_参数 =  urllib.parse.urlunparse(参数模版_list)      \n",
    "    return (url_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cde87122",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_参数模板生成('本科')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ba57cdf",
   "metadata": {},
   "source": [
    "# 公司性质"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b01da3c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{k:\"99\",v:\"请选择\"},{k:\"04\",v:\"国企\"},{k:\"01\",v:\"外资（欧美）\"},{k:\"02\",v:\"外资（非欧美）\"},{k:\"10\",v:\"上市公司\"},{k:\"03\",v:\"合资\"},{k:\"05\",v:\"民营公司\"},{k:\"06\",v:\"外企代表处\"},{k:\"07\",v:\"政府机关\"},{k:\"08\",v:\"事业单位\"},{k:\"09\",v:\"非营利组织\"},{k:\"11\",v:\"创业公司\"}'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "公司性质 = res.content.decode('gbk').split(',function(e,t){window.d_search_cottype=[')[1].split('],window.d_search_workyear=')[0]\n",
    "公司性质"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "074ad69a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'所有': '99',\n",
       " '国企': '04',\n",
       " '外资（欧美）': '01',\n",
       " '外资（非欧美）': '02',\n",
       " '上市公司': '10',\n",
       " '合资': '03',\n",
       " '民营公司': '05',\n",
       " '外企代表处': '06',\n",
       " '政府机关': '07',\n",
       " '事业单位': '08',\n",
       " '非营利组织': '09',\n",
       " '创业公司': '11'}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 由上可得工作年限的参数k,v\n",
    "公司性质_str = [\"所有\",\"国企\",\"外资（欧美）\",\"外资（非欧美）\",\"上市公司\",\"合资\",\"民营公司\",\"外企代表处\",\"政府机关\",\"事业单位\",\"非营利组织\",\"创业公司\"]\n",
    "v=['99','04','01','02','10','03','05','06','07','08','09','11']\n",
    "公司性质_参数构建 = {公司性质_str[i]:v[i] for i in range(len(v))}\n",
    "公司性质_参数构建"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0c11cd2f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模版_list= ['https', 'search.51job.com', '/list/030200,000000,0000,00,9,99,+,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版 = urllib.parse.urlparse(url)\n",
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "print(\"参数模版_list=\",参数模版_list,'\\n')\n",
    "参数模版_dict = {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")}\n",
    "参数模版_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b97801b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "公司性质参数 =  {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")} \n",
    "公司性质参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "06220ae1",
   "metadata": {},
   "outputs": [],
   "source": [
    "def url_参数模板生成(公司性质):\n",
    "    公司性质_values = 公司性质_参数构建[公司性质]\n",
    "    公司性质参数['cotype'] = 公司性质_values\n",
    "    公司性质 = \"&\".join([k+\"=\"+v for k,v in 公司性质参数.items()])\n",
    "    参数模版_list[4] = 公司性质\n",
    "    url_参数 =  urllib.parse.urlunparse(参数模版_list)      \n",
    "    return (url_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5ab0f624",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=04&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_参数模板生成('国企')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cdd09ca",
   "metadata": {},
   "source": [
    "# 工作职能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0b2b0619",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       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\"0705\":\"总监/部门经理\",\"0710\":\"策略发展总监\",\"0711\":\"企业秘书/董事会秘书\",\"0712\":\"投资者关系\",\"0708\":\"办事处首席代表\",\"0709\":\"办事处/分公司/分支机构经理\",\"0703\":\"总裁助理/总经理助理\",\"0706\":\"其他\",2300:\"行政/后勤\",2301:\"行政总监\",2302:\"行政经理/主管/办公室主任\",2303:\"行政专员/助理\",2304:\"经理助理/秘书\",2311:\"文员\",2310:\"党工团干事\",2305:\"前台接待/总机/接待生\",2307:\"图书管理员/资料管理员\",2312:\"档案管理员\",2308:\"电脑操作员/打字员\",2306:\"后勤\",2309:\"其他\",1400:\"咨询/顾问\",1401:\"专业顾问\",1402:\"咨询总监\",1403:\"咨询经理\",1406:\"专业培训师\",1404:\"咨询员\",1409:\"调研员\",1408:\"猎头/人才中介\",1407:\"情报信息分析人员\",1405:\"其他\",1100:\"律师/法务/合规\",1101:\"律师/法律顾问\",1103:\"律师助理\",1111:\"法务总监\",1106:\"法务经理\",1102:\"法务主管/专员\",1107:\"法务助理\",1109:\"合规经理\",1110:\"合规主管/专员\",1108:\"知识产权/专利/商标\",1105:\"其他\",1200:\"教师\",1219:\"英语老师\",1220:\"数学老师\",1221:\"语文老师\",1222:\"物理老师\",1223:\"化学老师\",1224:\"日语老师\",1207:\"幼教\",1225:\"早教老师\",1228:\"美术老师\",1233:\"钢琴老师\",1226:\"音乐老师\",1216:\"体育教师\",1215:\"其他外语老师\",1218:\"在线辅导老师\",1209:\"小学教师\",1231:\"初中教师\",1232:\"高中教师\",1208:\"大学教授\",1211:\"职业技术教师\",1204:\"讲师/助教\",1205:\"家教\",1210:\"兼职教师\",1206:\"其他\",8100:\"教育咨询\",8101:\"课程顾问\",8102:\"招生老师\",8103:\"学习规划师\",8104:\"留学顾问\",8105:\"其他\",8200:\"教育管理\",8201:\"校长\",8202:\"班主任/辅导员\",8203:\"院校教务管理人员\",8204:\"园长\",8205:\"教研组长/主管\",8206:\"教研员\",8207:\"教师培训/师训\",8208:\"其他\",5700:\"培训\",5701:\"培训督导\",5702:\"培训讲师\",5703:\"培训策划\",5707:\"培训产品开发\",5704:\"培训助理\",5705:\"其他\",1e3:\"科研\",1002:\"科研管理人员\",1001:\"科研人员\",4800:\"餐饮服务\",4801:\"餐饮店长/经理\",4819:\"餐饮大堂经理\",4802:\"餐厅领班\",4803:\"餐饮服务员\",4806:\"行政主厨/厨师长\",4807:\"中餐厨师\",4820:\"西餐厨师\",4821:\"日式厨师\",4822:\"面点师\",4823:\"西点师\",4812:\"厨师助理/学徒\",4809:\"茶艺师\",4816:\"咖啡师\",4808:\"调酒师/侍酒师/吧台员\",4804:\"礼仪/迎宾\",4824:\"餐饮预订员\",4818:\"餐饮收银员\",4813:\"配菜/打荷\",4811:\"传菜主管\",4825:\"传菜员\",4814:\"洗碗工\",4815:\"送餐员\",4817:\"杂工\",4810:\"其他\",4900:\"酒店旅游\",4901:\"酒店/宾馆经理\",4902:\"酒店/宾馆销售\",4916:\"预订主管\",4917:\"预订员\",4903:\"酒店大堂经理\",4905:\"酒店前台\",4912:\"宴会管理\",4915:\"宾客服务经理\",4904:\"楼面经理\",4906:\"客房服务员/楼面服务员\",4918:\"健身房服务\",4907:\"行李员\",4914:\"管家部经理/主管\",4908:\"清洁服务人员\",4919:\"旅游产品销售\",4920:\"行程管理/计调\",4921:\"签证专员\",4909:\"导游/旅行顾问\",4910:\"票务\",4913:\"机场代表\",4911:\"其他\",5e3:\"美容保健\",5018:\"美容店长\",5016:\"美容培训师/导师\",5001:\"美容顾问\",5019:\"美容师\",5002:\"美容助理\",5013:\"彩妆培训师\",5014:\"专柜彩妆顾问(BA)\",5020:\"化妆师\",5021:\"造型师\",5022:\"美发店长\",5004:\"发型师\",5005:\"发型助理/学徒\",5006:\"美甲师\",5017:\"美体师\",5003:\"瘦身顾问\",5023:\"SPA 技师\",5007:\"按摩\",5024:\"足疗\",5010:\"宠物护理/美容\",5011:\"其他\",5100:\"百货零售\",5101:\"门店经理/店长\",5122:\"店长助理\",5112:\"品类管理\",5114:\"品牌/连锁招商管理\",5115:\"奢侈品业务\",5102:\"店员/营业员\",5116:\"珠宝销售顾问\",5117:\"促销主管/督导/巡店\",5123:\"导购管理\",5105:\"促销员/导购员\",5103:\"收银主管\",5119:\"收银员\",5124:\"陈列管理\",5104:\"陈列员\",5120:\"收货员\",5121:\"理货员\",5130:\"商品管理\",5113:\"安防主管\",5108:\"防损员/内保\",5109:\"西点师/面包糕点加工\",5110:\"生鲜食品加工/处理\",5111:\"熟食加工\",5106:\"兼职店员\",5107:\"其他\",1800:\"交通运输服务\",1822:\"飞机机长/副机长\",1823:\"空乘人员\",1825:\"列车/地铁车长\",1827:\"船长/副船长\",1810:\"商务司机\",1830:\"客运司机\",1831:\"货运司机\",1832:\"出租车司机\",1833:\"班车司机\",1826:\"列车/地铁司机\",1835:\"特种车司机\",1839:\"驾校教练\",1840:\"代驾\",1824:\"地勤人员\",1801:\"乘务员\",1828:\"船员\",1829:\"其他\",5200:\"家政保洁\",5206:\"家政服务/保姆\",5209:\"月嫂\",5210:\"育婴师/保育员\",5211:\"护工\",5205:\"清洁工\",5212:\"钟点工\",5213:\"洗衣工\",5214:\"送水工\",5202:\"保镖\",5215:\"空调维修\",5216:\"家电维修\",5203:\"寻呼员/话务员\",5207:\"其他\",1500:\"政府/非盈利机构\",1501:\"公务员\",1502:\"志愿者/社会工作者\",1503:\"城市管理网格员\",2e3:\"翻译\",2001:\"英语翻译\",2002:\"日语翻译\",2003:\"德语翻译\",2004:\"法语翻译\",2005:\"俄语翻译\",2010:\"意大利语翻译\",2006:\"西班牙语翻译\",2011:\"葡萄牙语翻译\",2009:\"阿拉伯语翻译\",2007:\"韩语/朝鲜语翻译\",2012:\"泰语翻译\",2013:\"中国方言翻译\",2008:\"其他语种翻译\",1600:\"在校学生\",1605:\"研究生\",1602:\"大学/大专应届毕业生\",1601:\"中专/职校生\",1604:\"其他\",1700:\"储备干部/培训生/实习生\",1702:\"储备干部\",1701:\"培训生\",1703:\"实习生\",5300:\"兼职\",5301:\"兼职\",5600:\"环保\",5601:\"环保工程师\",5604:\"环境影响评价工程师\",5609:\"生态治理/规划\",5605:\"环保检测\",5606:\"水质检测员\",5602:\"水处理工程师\",5607:\"固废工程师\",5608:\"废气处理工程师\",5603:\"其他\",5800:\"农/林/牧/渔\",5801:\"养殖部主管\",5802:\"场长(农/林/牧/渔业)\",5803:\"农艺师\",5804:\"畜牧师\",5805:\"饲养员\",5808:\"农业技术员\",5806:\"动物营养/饲料研发\",5810:\"驯兽师/助理驯兽师\",5807:\"其他\",6200:\"机械机床\",6201:\"数控操机\",6202:\"数控编程\",6203:\"机修工\",6204:\"折弯工\",6205:\"车工\",6206:\"磨工\",6207:\"铣工\",6208:\"冲压工\",6209:\"刨工\",6210:\"钳工\",6211:\"钻工\",6212:\"镗工\",6213:\"铆工\",6214:\"钣金工\",6215:\"抛光工\",6216:\"切割技工\",6217:\"模具工\",6218:\"炼胶工\",6219:\"硫化工\",6220:\"吹膜工\",6221:\"注塑工\",6222:\"其他\",6300:\"印刷包装\",6301:\"印刷工\",6302:\"校对/录入\",6304:\"调色员\",6305:\"烫金工\",6306:\"晒版员\",6307:\"印刷排版/制版\",6308:\"装订工\",6309:\"印刷机械机长\",6310:\"数码直印/菲林输出\",6311:\"调墨技师\",6312:\"电分操作员\",6313:\"打稿机操作员\",6314:\"切纸机操作工\",6315:\"裱胶工\",6316:\"压痕工\",6317:\"复卷工\",6318:\"其他\",6400:\"运动健身\",6401:\"健身顾问/教练\",6402:\"瑜伽老师\",6403:\"舞蹈老师\",6404:\"游泳教练\",6405:\"救生员\",6406:\"高尔夫教练\",6407:\"体育运动教练\",6408:\"其他\",6500:\"休闲娱乐\",6512:\"网络主播\",6513:\"主播助理\",6514:\"带货主播\",6501:\"司仪\",6502:\"婚礼/庆典策划服务\",6503:\"DJ\",6504:\"驻唱/歌手\",6505:\"舞蹈演员\",6506:\"模特\",6507:\"演员/群众演员\",6509:\"娱乐领班\",6510:\"娱乐服务员\",6511:\"前台迎宾\",6508:\"其他\"}'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作职能 = res.content.decode('gbk').split(',function(e,t){window.ft=')[1].split('},function(e,t){window.aFTN=')[0]\n",
    "工作职能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "080cca6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'0100': '后端开发',\n",
       " '0121': 'Java开发工程师',\n",
       " '0120': 'PHP开发工程师',\n",
       " '0122': 'C/C++开发工程师',\n",
       " '0124': 'Python开发工程师',\n",
       " '0126': '.NET开发工程师',\n",
       " '0153': 'C#开发工程师',\n",
       " '0151': 'Ruby开发工程师',\n",
       " '0152': 'Go开发工程师',\n",
       " '0130': '大数据开发工程师',\n",
       " '0129': 'Hadoop工程师',\n",
       " '0131': '爬虫开发工程师',\n",
       " '0132': '脚本开发工程师',\n",
       " '0133': '多媒体开发工程师',\n",
       " '0155': 'GIS工程师',\n",
       " '0154': '全栈工程师',\n",
       " '0117': 'ERP技术开发',\n",
       " '0128': '区块链开发',\n",
       " '0106': '高级软件工程师',\n",
       " '0107': '软件工程师',\n",
       " '0143': '系统架构设计师',\n",
       " '0123': '系统分析员',\n",
       " '0149': '技术文员/助理',\n",
       " '0150': '技术文档工程师',\n",
       " '0142': '其他',\n",
       " 7700: '移动开发',\n",
       " 7701: 'Android开发工程师',\n",
       " 7702: 'iOS开发工程师',\n",
       " 7705: '小程序开发工程师',\n",
       " 7703: '移动开发工程师',\n",
       " 7704: '其他',\n",
       " 7200: '前端开发',\n",
       " 7201: 'Web前端开发',\n",
       " 7202: 'HTML5开发工程师',\n",
       " 7203: '其他',\n",
       " 7300: '人工智能',\n",
       " 7301: '机器学习工程师',\n",
       " 7302: '深度学习工程师',\n",
       " 7303: '图像算法工程师',\n",
       " 7304: '图像处理工程师',\n",
       " 7305: '图像识别工程师',\n",
       " 7306: '语音识别工程师',\n",
       " 7307: '机器视觉工程师',\n",
       " 7308: '自然语言处理(NLP)',\n",
       " 7309: '算法工程师',\n",
       " 7310: '推荐算法工程师',\n",
       " 7311: '搜索算法工程师',\n",
       " 7312: '其他',\n",
       " 7800: '游戏',\n",
       " 7801: '游戏策划师',\n",
       " 7802: '游戏系统策划',\n",
       " 7803: '游戏数值策划',\n",
       " 7804: '游戏关卡策划',\n",
       " 7805: '游戏文案策划/剧情策划',\n",
       " 7806: '游戏界面设计师',\n",
       " 7820: '游戏角色设计师',\n",
       " 7817: '游戏特效设计师',\n",
       " 7822: 'UE4特效师',\n",
       " 7818: '游戏动作设计师',\n",
       " 7819: '游戏场景设计师',\n",
       " 7807: '游戏原画师',\n",
       " 7808: '游戏动画师',\n",
       " 7809: '游戏开发工程师',\n",
       " 7810: 'Cocos2d-x开发工程师',\n",
       " 7811: 'Unity3d开发工程师',\n",
       " 7823: 'UE4开发工程师',\n",
       " 7812: '游戏客户端开发工程师',\n",
       " 7813: '游戏服务端开发工程师',\n",
       " 7821: '游戏测试',\n",
       " 7814: '游戏运营',\n",
       " 7815: '电子竞技运营',\n",
       " 7816: '其他',\n",
       " 7400: '视觉/交互设计',\n",
       " 7420: '平面设计总监',\n",
       " 7421: '平面设计经理/主管',\n",
       " 7413: '平面设计师',\n",
       " 7419: '美工/电商设计师',\n",
       " 7412: 'UI设计师',\n",
       " 7403: '视觉设计师',\n",
       " 7401: '网页设计师',\n",
       " 7404: '用户体验（UE/UX）设计师',\n",
       " 7402: '交互设计师',\n",
       " 7422: '动画/3D设计',\n",
       " 7407: '特效设计师',\n",
       " 7418: '原画师',\n",
       " 7417: '绘画',\n",
       " 7416: '多媒体设计',\n",
       " 7406: 'Flash设计师',\n",
       " 7408: '音效设计师',\n",
       " 7409: '计算机辅助设计工程师',\n",
       " 7410: '仿真应用工程师',\n",
       " 7405: '网站架构设计师',\n",
       " 7411: '其他',\n",
       " '0900': '工业/艺术设计',\n",
       " '0919': '工业设计/产品设计',\n",
       " '0927': '包装设计',\n",
       " '0925': '展览/展示/店面设计',\n",
       " '0940': '家具设计',\n",
       " '0941': '家居设计',\n",
       " '0934': '照明设计',\n",
       " '0936': '陈列设计',\n",
       " '0920': '工艺品/珠宝设计鉴定',\n",
       " '0929': '玩具设计',\n",
       " '0921': '其他',\n",
       " 2700: '测试',\n",
       " 2707: '软件测试工程师',\n",
       " 2718: '功能测试',\n",
       " 2719: '性能测试',\n",
       " 2724: '安全测试',\n",
       " 2720: '自动化测试',\n",
       " 2721: '移动端测试',\n",
       " 2722: '测试开发',\n",
       " 2726: '测试总监',\n",
       " 2705: '测试经理',\n",
       " 2723: '测试主管',\n",
       " 2706: '系统测试',\n",
       " 2704: '标准化工程师',\n",
       " 2725: '测试工程师',\n",
       " 2711: '其他',\n",
       " 7900: '运维/技术支持',\n",
       " 7901: '运维工程师',\n",
       " 7920: '自动化运维工程师',\n",
       " 7902: '系统工程师',\n",
       " 7903: '数据库工程师(DBA)',\n",
       " 7904: '系统集成工程师',\n",
       " 7905: 'ERP实施顾问',\n",
       " 7906: '网络安全工程师',\n",
       " 7915: '运维开发',\n",
       " 7907: '网站维护工程师',\n",
       " 7908: '技术支持/维护经理',\n",
       " 7909: '技术支持/维护工程师',\n",
       " 7910: '配置管理工程师',\n",
       " 7912: 'IT经理/IT主管',\n",
       " 7913: '网络工程师(IT工程师)',\n",
       " 7914: '网络管理(Helpdesk)',\n",
       " 7916: '网络维修',\n",
       " 7917: '手机维修',\n",
       " 7918: '电脑维修',\n",
       " 7919: '其他',\n",
       " 7500: '数据',\n",
       " 7502: '数据分析经理/主管',\n",
       " 7501: '数据分析师',\n",
       " 7503: 'ETL开发工程师',\n",
       " 7504: 'BI工程师',\n",
       " 7505: '数据仓库工程师',\n",
       " 7506: '数据采集工程师',\n",
       " 7507: '数据建模工程师',\n",
       " 7508: '数据治理工程师',\n",
       " 7509: '其他',\n",
       " 6600: '产品',\n",
       " 6604: '产品总监',\n",
       " 6602: '产品经理/主管',\n",
       " 6605: '互联网产品经理',\n",
       " 6606: '移动产品经理',\n",
       " 6607: '用户产品经理',\n",
       " 6608: '电商产品经理',\n",
       " 6601: '产品专员',\n",
       " 6603: '产品助理',\n",
       " 6609: '需求工程师',\n",
       " 6610: '其他',\n",
       " 8000.0: '运营',\n",
       " 8050: '运营总监',\n",
       " 8049: '运营经理',\n",
       " 8048: '运营主管',\n",
       " 8047: '运营专员',\n",
       " 8053: '运营助理',\n",
       " 8030: '网站运营总监',\n",
       " 8003: '网站运营经理/主管',\n",
       " 8016: '网站运营专员',\n",
       " 8032: '网络推广总监',\n",
       " 8033: '网络推广经理/主管',\n",
       " 8034: '网络推广专员',\n",
       " 8024: 'SEO/SEM',\n",
       " 8046: '信息流优化师',\n",
       " 8010: '新媒体运营',\n",
       " 8059: '直播运营',\n",
       " 8055: '微信运营',\n",
       " 8054: '微博运营',\n",
       " 8041: '用户运营',\n",
       " 8058: '社区/社群运营',\n",
       " 8042: '活动运营',\n",
       " 8043: '内容运营',\n",
       " 8051: '品类运营',\n",
       " 8044: '数据运营',\n",
       " 8045: '线下运营',\n",
       " 8057: '产品运营',\n",
       " 8007: '网站编辑',\n",
       " 8052: '内容审核',\n",
       " 8006: '网站策划',\n",
       " 8011: '其他',\n",
       " 6100: '电子商务',\n",
       " 6111: '电商总监',\n",
       " 6110: '电商经理/电商主管',\n",
       " 6109: '电商专员',\n",
       " 6102: '电商运营',\n",
       " 6112: '跨境电商运营',\n",
       " 6101: '网店店长',\n",
       " 6103: '网店店铺管理员',\n",
       " 6104: '网店客服',\n",
       " 6105: '店铺推广',\n",
       " 6107: '网店模特',\n",
       " 6108: '其他',\n",
       " 2600: '技术管理',\n",
       " 2611: '首席技术执行官CTO',\n",
       " 2612: '首席信息官CIO',\n",
       " 2602: '技术总监/经理',\n",
       " 2605: '项目总监',\n",
       " 2606: '项目经理',\n",
       " 2607: '项目主管',\n",
       " 2608: '项目执行/协调人员',\n",
       " 2610: '项目助理',\n",
       " 2609: '其他',\n",
       " 6700: '半导体/芯片',\n",
       " 6701: '集成电路IC设计/应用工程师',\n",
       " 6727: '芯片架构工程师',\n",
       " 6728: 'FPGA开发工程师',\n",
       " 6729: 'MEMS工程师',\n",
       " 6730: '射频芯片设计',\n",
       " 6731: '模拟芯片工程师',\n",
       " 6722: '版图设计工程师',\n",
       " 6732: '模拟版图工程师',\n",
       " 6733: '数字前端工程师',\n",
       " 6702: 'IC验证工程师',\n",
       " 6734: 'FPGA原型验证工程师',\n",
       " 6735: 'EDA工程师',\n",
       " 6736: '可测性设计工程师(DFT)',\n",
       " 6737: '数字后端工程师',\n",
       " 6738: '芯片测试工程师',\n",
       " 6712: 'FAE 现场应用工程师',\n",
       " 6723: '半导体工艺工程师',\n",
       " 6740: '工艺整合工程师(PIE)',\n",
       " 6739: '半导体设备工程师',\n",
       " 6741: '失效分析工程师(FA)',\n",
       " 6760: '封装工程师',\n",
       " 6744: '封装研发工程师',\n",
       " 6750: '半导体测试工程师',\n",
       " 6746: '芯片销售工程师',\n",
       " 6761: '半导体器件工程师',\n",
       " 6747: '半导体文档工程师',\n",
       " 6748: '半导体产品经理/产品工程师',\n",
       " 6707: '半导体技术',\n",
       " 6749: '其他',\n",
       " 2900: '电子/电器/仪器仪表',\n",
       " 2903: '电子工程师/技术员',\n",
       " 2964: 'PCB工程师',\n",
       " 2917: '电子技术研发工程师',\n",
       " 2909: '电子软件开发(ARM/MCU...)',\n",
       " 2962: '电子元器件工程师',\n",
       " 2951: '电子工艺工程师',\n",
       " 2965: 'SMT工程师',\n",
       " 2959: '电子设备工程师',\n",
       " 2920: '电子/电器维修工程师/技师',\n",
       " 2910: '嵌入式软件开发(Linux/单片机/PLC/DSP…)',\n",
       " 2919: '嵌入式硬件开发(主板机…)',\n",
       " 2955: '硬件工程师',\n",
       " 2956: '高级硬件工程师',\n",
       " 2957: '硬件测试工程师',\n",
       " 2904: '电气工程师/技术员',\n",
       " 2966: 'PLC工程师',\n",
       " 2905: '电路工程师/技术员(模拟/数字)',\n",
       " 2906: '电声/音响工程师/技术员',\n",
       " 2911: '电池/电源开发',\n",
       " 2914: '仪器/仪表/计量分析师',\n",
       " 2958: '计量工程师',\n",
       " 2918: '激光/光电子技术',\n",
       " 2921: '变压器与磁电工程师',\n",
       " 2913: '家用电器/数码产品研发',\n",
       " 2908: '自动控制工程师/技术员',\n",
       " 2963: '机器人调试工程师',\n",
       " 2925: '安防系统工程师',\n",
       " 2952: '电子销售工程师',\n",
       " 2953: '电子文档工程师',\n",
       " 2954: '电子产品经理/产品工程师',\n",
       " 2916: '其他',\n",
       " 2800: '通信技术开发及应用',\n",
       " 2801: '通信技术工程师',\n",
       " 2803: '无线通信工程师',\n",
       " 2802: '有线传输工程师',\n",
       " 2815: '射频工程师',\n",
       " 2805: '数据通信工程师',\n",
       " 2807: '通信网络工程师',\n",
       " 2819: '核心网工程师',\n",
       " 2818: '基站工程师',\n",
       " 2820: '通信设备工程师',\n",
       " 2808: '通信电源工程师',\n",
       " 2804: '电信交换工程师',\n",
       " 2814: '光通信工程师',\n",
       " 2816: '通信测试工程师',\n",
       " 2817: '通信销售工程师',\n",
       " 2812: '通信文档工程师',\n",
       " 2813: '通信产品经理/产品工程师',\n",
       " 2821: '通信项目管理',\n",
       " 2809: '其他',\n",
       " '0200': '销售管理',\n",
       " '0201': '销售总监',\n",
       " '0202': '销售经理',\n",
       " '0203': '销售主管',\n",
       " '0232': '业务拓展主管/经理',\n",
       " '0233': '渠道/分销总监',\n",
       " '0207': '渠道/分销经理',\n",
       " '0220': '渠道/分销主管',\n",
       " '0235': '大客户管理',\n",
       " '0208': '客户经理/主管',\n",
       " '0230': '区域销售总监',\n",
       " '0226': '区域销售经理',\n",
       " '0236': '区域销售主管',\n",
       " '0237': '城市经理',\n",
       " '0234': '团购经理/主管',\n",
       " '0231': '其他',\n",
       " 3000.0: '销售人员',\n",
       " 3009: '大客户销售',\n",
       " 3001: '销售代表',\n",
       " 3014: '区域销售代表',\n",
       " 3002: '渠道/分销专员',\n",
       " 3003: '客户代表',\n",
       " 3004: '销售工程师',\n",
       " 3005: '电话销售',\n",
       " 3017: '地推专员',\n",
       " 3016: '门店销售',\n",
       " 3015: '海外销售',\n",
       " 3010: '网络销售/在线销售',\n",
       " 3013: '直播销售',\n",
       " 3008: '团购业务员',\n",
       " 3006: '经销商',\n",
       " 3011: '会籍顾问',\n",
       " 3012: '销售助理',\n",
       " 3007: '其他',\n",
       " 3100: '销售行政及商务',\n",
       " 3101: '销售行政经理/主管',\n",
       " 3102: '销售行政专员',\n",
       " 3108: '业务分析经理/主管',\n",
       " 3109: '业务分析专员/助理',\n",
       " 3103: '商务经理',\n",
       " 3104: '商务主管/专员',\n",
       " 3105: '商务助理',\n",
       " 3106: '销售行政助理',\n",
       " 3107: '其他',\n",
       " 3200: '客服及支持',\n",
       " 3201: '客服总监',\n",
       " 3202: '客服经理',\n",
       " 3203: '客服主管',\n",
       " 3204: '客服专员/助理',\n",
       " 3210: '客户关系经理/主管',\n",
       " 3205: '售前/售后技术支持经理',\n",
       " 3206: '售前/售后技术支持主管',\n",
       " 3207: '售前/售后技术支持工程师',\n",
       " 3208: '咨询热线/呼叫中心服务人员',\n",
       " 3213: '网络/在线客服',\n",
       " 3211: '投诉专员',\n",
       " 3212: 'VIP专员',\n",
       " 3209: '其他',\n",
       " '0400': '财务/审计/税务',\n",
       " '0444': '首席财务官 CFO',\n",
       " '0401': '财务总监',\n",
       " '0402': '财务经理',\n",
       " '0458': '财务专员',\n",
       " '0445': '财务顾问',\n",
       " '0403': '财务主管/总账主管',\n",
       " '0422': '财务助理/财务文员',\n",
       " '0406': '财务分析经理/主管',\n",
       " '0407': '财务分析员',\n",
       " '0448': '固定资产会计',\n",
       " '0404': '会计经理/会计主管',\n",
       " '0405': '会计',\n",
       " '0457': '会计助理',\n",
       " '0408': '成本经理/成本主管',\n",
       " '0409': '成本管理员',\n",
       " '0414': '出纳员',\n",
       " '0449': '资金经理/主管',\n",
       " '0450': '资金专员',\n",
       " '0410': '审计经理/主管',\n",
       " '0419': '审计专员/助理',\n",
       " '0411': '税务经理/税务主管',\n",
       " '0412': '税务专员/助理',\n",
       " '0446': '统计员',\n",
       " '0443': '其他',\n",
       " 3300: '金融/证券/期货/投资',\n",
       " 3301: '证券/期货/外汇经纪人',\n",
       " 3302: '证券分析师',\n",
       " 3319: '期货分析师',\n",
       " 3316: '量化研究',\n",
       " 3320: '证券交易员',\n",
       " 3303: '股票/期货操盘手',\n",
       " 3304: '金融/经济研究员',\n",
       " 3312: '金融产品经理',\n",
       " 3315: '金融产品销售',\n",
       " 3317: '机构业务销售',\n",
       " 3322: '投资总监',\n",
       " 3323: '投资经理',\n",
       " 3341: '基金经理',\n",
       " 3325: '投资顾问',\n",
       " 3326: '理财顾问',\n",
       " 3307: '投资银行业务',\n",
       " 3313: '投资银行财务分析',\n",
       " 3308: '融资经理/融资主管',\n",
       " 3309: '融资专员',\n",
       " 3318: '营业部总经理/副总经理',\n",
       " 3314: '风险管理/控制',\n",
       " 3324: '资产管理',\n",
       " 3310: '拍卖/担保/典当业务',\n",
       " 3311: '其他',\n",
       " 2200: '银行',\n",
       " 2207: '行长/副行长',\n",
       " 2231: '银行客户总监',\n",
       " 2223: '个人业务部门经理/主管',\n",
       " 2224: '个人业务客户经理',\n",
       " 2225: '公司业务部门经理/主管',\n",
       " 2226: '公司业务客户经理',\n",
       " 2227: '综合业务经理/主管',\n",
       " 2228: '综合业务专员',\n",
       " 2233: '理财经理',\n",
       " 2208: '资产评估/分析',\n",
       " 2209: '风险控制',\n",
       " 2215: '信贷管理',\n",
       " 3340: '催收',\n",
       " 2229: '信审核查',\n",
       " 2210: '进出口/信用证结算',\n",
       " 2212: '外汇交易',\n",
       " 2211: '清算人员',\n",
       " 2213: '高级客户经理/客户经理',\n",
       " 2214: '客户主管/专员',\n",
       " 2230: '营业部大堂经理',\n",
       " 2222: '信用卡销售',\n",
       " 2232: '呼叫中心客服',\n",
       " 2216: '银行柜员',\n",
       " 2234: '小微信贷专员',\n",
       " 2221: '其他',\n",
       " 3400: '保险',\n",
       " 3401: '保险精算师',\n",
       " 3402: '保险产品开发/项目策划',\n",
       " 3403: '保险业务经理/主管',\n",
       " 3404: '保险经纪人/保险代理',\n",
       " 3414: '保险电销',\n",
       " 3407: '保险核保',\n",
       " 3408: '保险理赔',\n",
       " 3409: '保险客户服务/续期管理',\n",
       " 3410: '保险培训师',\n",
       " 3411: '保险内勤',\n",
       " 3413: '契约管理',\n",
       " 3405: '理财顾问/财务规划师',\n",
       " 3406: '储备经理人',\n",
       " 3415: '保险业务推动/督导',\n",
       " 3412: '其他',\n",
       " 3500: '生产/营运',\n",
       " 3501: '工厂经理/厂长',\n",
       " 3502: '总工程师/副总工程师',\n",
       " 3513: '项目总监',\n",
       " 3503: '项目经理/主管',\n",
       " 3504: '项目工程师',\n",
       " 3505: '营运经理',\n",
       " 3506: '营运主管',\n",
       " 3514: '生产总监',\n",
       " 3507: '生产经理/车间主任',\n",
       " 3509: '生产主管',\n",
       " 3515: '生产领班/组长',\n",
       " 3508: '生产计划/物料管理(PMC)',\n",
       " 3512: '生产文员',\n",
       " 3518: '生产跟单',\n",
       " 3516: '设备主管',\n",
       " 3510: '化验员',\n",
       " 3517: '厂务',\n",
       " 3511: '其他',\n",
       " 3600: '质量安全',\n",
       " 3601: '质量管理/测试经理(QA/QC经理)',\n",
       " 3602: '质量管理/测试主管(QA/QC主管)',\n",
       " 3603: '质量管理/测试工程师(QA/QC工程师)',\n",
       " 3605: '可靠度工程师',\n",
       " 3606: '故障分析工程师',\n",
       " 3607: '认证工程师',\n",
       " 3608: '体系工程师',\n",
       " 3604: '质检员/测试员(QC)',\n",
       " 3615: '审核员',\n",
       " 3609: '环境/健康/安全经理/主管（EHS）',\n",
       " 3610: '环境/健康/安全工程师（EHS）',\n",
       " 3614: '安全员',\n",
       " 3611: '供应商管理',\n",
       " 3612: '采购材料、设备质量管理',\n",
       " 3613: '其他',\n",
       " '0500': '工程/机械/能源',\n",
       " '0510': '技术研发经理/主管',\n",
       " '0511': '技术研发工程师',\n",
       " '0547': '产品工艺/制程工程师',\n",
       " '0559': '产品规划工程师',\n",
       " '0584': '项目管理',\n",
       " '0512': '实验室负责人/工程师',\n",
       " '0513': '工程/设备经理',\n",
       " '0514': '工程/设备主管',\n",
       " '0515': '工程/设备工程师',\n",
       " '0523': '工程/机械绘图员',\n",
       " '0560': '工业工程师',\n",
       " '0582': '材料工程师',\n",
       " '0539': '机械工程师',\n",
       " '0561': '结构工程师',\n",
       " '0548': '模具工程师',\n",
       " '0544': '机电工程师',\n",
       " '0586': '机械设计',\n",
       " '0587': '模具设计',\n",
       " '0580': '维修经理/主管',\n",
       " '0537': '维修工程师',\n",
       " '0581': '装配工程师/技师',\n",
       " '0562': '铸造/锻造工程师/技师',\n",
       " '0563': '注塑工程师/技师',\n",
       " '0564': '焊接工程师/技师',\n",
       " '0565': '夹具工程师/技师',\n",
       " '0566': 'CNC工程师',\n",
       " '0567': '冲压工程师/技师',\n",
       " '0568': '锅炉工程师/技师',\n",
       " '0569': '电力工程师/技术员',\n",
       " '0570': '光源与照明工程',\n",
       " '0583': '光伏系统工程师',\n",
       " '0571': '汽车/摩托车工程师',\n",
       " '0572': '船舶工程师',\n",
       " '0575': '轨道交通工程师/技术员',\n",
       " '0576': '飞机维修机械师',\n",
       " '0573': '飞行器设计与制造',\n",
       " '0577': '水利/水电工程师',\n",
       " '0585': '空调/热能工程师',\n",
       " '0578': '石油天然气技术人员',\n",
       " '0579': '矿产勘探/地质勘测工程师',\n",
       " '0574': '其他',\n",
       " 7100: '汽车研发设计',\n",
       " 7101: '汽车项目管理',\n",
       " 7102: '汽车设计工程师',\n",
       " 7103: '车身/造型设计',\n",
       " 7104: '汽车结构工程师',\n",
       " 7105: '内外饰工程师',\n",
       " 7106: '汽车电子工程师',\n",
       " 7107: '电气/电器工程师',\n",
       " 7108: '附件系统工程师',\n",
       " 7109: '动力总成工程师',\n",
       " 7110: '发动机工程师',\n",
       " 7111: '底盘工程师',\n",
       " 7112: '汽车安全性能工程师',\n",
       " 7113: '汽车试验工程师',\n",
       " 7114: '新能源电池工程师',\n",
       " 7115: '新能源电控工程师',\n",
       " 7116: '新能源电机工程师',\n",
       " 7117: '汽车标定工程师',\n",
       " 7118: '发动机匹配工程师',\n",
       " 7119: '车联网工程师',\n",
       " 7120: '智能驾驶工程师',\n",
       " 7121: '研发总监/部长/专家',\n",
       " 7122: '其他',\n",
       " 5400: '汽车制造',\n",
       " 5404: '汽车质量工程师',\n",
       " 5421: '供应商质量工程师',\n",
       " 5422: '前期质量工程师',\n",
       " 5423: '过程质量工程师',\n",
       " 5424: '客户质量工程师',\n",
       " 5406: '汽车装配工艺工程师',\n",
       " 5425: '总装工程师',\n",
       " 5426: '焊接工艺工程师',\n",
       " 5427: '冲压工艺工程师',\n",
       " 5428: '涂装工艺工程师',\n",
       " 5411: '其他',\n",
       " 5900: '汽车销售与服务',\n",
       " 5903: '汽车销售/经纪人',\n",
       " 5902: '售后服务/客户服务',\n",
       " 5916: '汽车金融销售',\n",
       " 5918: '汽车金融经理',\n",
       " 5917: '汽车金融专员',\n",
       " 5915: '车险定损/理赔',\n",
       " 5907: '汽车修理工',\n",
       " 5905: '汽车检验/检测',\n",
       " 5906: '汽车装饰美容',\n",
       " 5913: '汽车钣金',\n",
       " 5914: '汽车喷漆',\n",
       " 5912: '汽车电工',\n",
       " 5908: '洗车工',\n",
       " 5901: '4S店经理/维修站经理',\n",
       " 5904: '二手车评估师',\n",
       " 5910: '加油站工作员',\n",
       " 5911: '其他',\n",
       " 3700: '技工普工',\n",
       " 3710: '普工/操作工',\n",
       " 3701: '技工',\n",
       " 3707: '叉车司机/铲车司机',\n",
       " 3728: '吊车司机',\n",
       " 3729: '挖掘机司机',\n",
       " 3715: '组装工',\n",
       " 3716: '包装工',\n",
       " 3703: '焊工',\n",
       " 3717: '氩弧焊工',\n",
       " 3706: '电工',\n",
       " 3718: '电力线路工',\n",
       " 3719: '旋压工',\n",
       " 3720: '仪表工',\n",
       " 3721: '电镀工',\n",
       " 3722: '喷塑工',\n",
       " 3709: '水工',\n",
       " 3723: '木工',\n",
       " 3724: '漆工',\n",
       " 3708: '空调工',\n",
       " 3725: '电梯工',\n",
       " 3726: '锅炉工',\n",
       " 3730: '3D打印操作员',\n",
       " 3727: '学徒工',\n",
       " 3713: '其他',\n",
       " 3800: '服装/纺织/皮革',\n",
       " 3812: '服装/纺织设计总监',\n",
       " 3801: '服装/纺织设计',\n",
       " 3813: '服装/纺织/皮革工艺师',\n",
       " 3802: '面料辅料开发',\n",
       " 3803: '面料辅料采购',\n",
       " 3804: '服装/纺织/皮革跟单',\n",
       " 3814: '服装领班',\n",
       " 3805: '服装纺织质检员(QA/QC)',\n",
       " 3806: '板房/楦头/底格出格师',\n",
       " 3811: '电脑放码员',\n",
       " 3808: '纸样师/车板工',\n",
       " 3809: '裁床',\n",
       " 3807: '打样/制版',\n",
       " 3815: '裁剪工',\n",
       " 3816: '缝纫工',\n",
       " 3817: '手缝工',\n",
       " 3818: '烫工',\n",
       " 3819: '样衣工',\n",
       " 3820: '纺织工',\n",
       " 3821: '针织工',\n",
       " 3822: '配色工',\n",
       " 3823: '印染工',\n",
       " 3824: '漂染工',\n",
       " 3825: '挡车工',\n",
       " 3826: '整经工',\n",
       " 3827: '细纱工',\n",
       " 3828: '浆纱工',\n",
       " 3810: '其他',\n",
       " 3900: '采购',\n",
       " 3901: '采购总监',\n",
       " 3902: '采购经理',\n",
       " 3903: '采购主管',\n",
       " 3904: '采购员',\n",
       " 3905: '采购助理',\n",
       " 3908: '买手',\n",
       " 3909: '供应商开发',\n",
       " 3907: '其他',\n",
       " 4000.0: '贸易',\n",
       " 4001: '贸易/外贸经理/主管',\n",
       " 4002: '贸易/外贸专员/助理',\n",
       " 4009: '外贸销售',\n",
       " 4003: '国内贸易人员',\n",
       " 4004: '业务跟单经理',\n",
       " 4005: '高级业务跟单',\n",
       " 4006: '业务跟单',\n",
       " 4007: '助理业务跟单',\n",
       " 4008: '其他',\n",
       " '0800': '物流/仓储',\n",
       " '0827': '物流总监',\n",
       " '0801': '物流经理',\n",
       " '0802': '物流主管',\n",
       " '0814': '物流专员/助理',\n",
       " '0837': '物流销售',\n",
       " '0828': '供应链总监',\n",
       " '0825': '供应链经理',\n",
       " '0826': '供应链主管/专员',\n",
       " '0803': '物料经理',\n",
       " '0804': '物料主管/专员',\n",
       " '0808': '仓库经理/主管',\n",
       " '0809': '仓库管理员',\n",
       " '0840': '仓库文员',\n",
       " '0834': '订单处理员',\n",
       " '0810': '运输经理/主管',\n",
       " '0833': '项目经理/主管',\n",
       " '0829': '货运代理',\n",
       " '0830': '集装箱业务',\n",
       " '0832': '海关事务管理',\n",
       " '0811': '报关与报检',\n",
       " '0812': '单证员',\n",
       " '0815': '船务/空运陆运操作',\n",
       " '0813': '快递员',\n",
       " '0838': '分拣员',\n",
       " '0831': '调度员',\n",
       " '0835': '安检员',\n",
       " '0823': '仓储理货员',\n",
       " '0836': '搬运工',\n",
       " '0839': '装卸工',\n",
       " '0824': '其他',\n",
       " 4100: '生物/制药/医疗器械',\n",
       " 4101: '生物工程/生物制药',\n",
       " 4116: '化学分析测试员',\n",
       " 4103: '医药技术研发管理人员',\n",
       " 4104: '医药技术研发人员',\n",
       " 4126: '医药学术推广',\n",
       " 4105: '临床研究员',\n",
       " 4106: '临床协调员',\n",
       " 4127: '临床监查员',\n",
       " 4123: '临床数据分析员',\n",
       " 4107: '药品注册',\n",
       " 4108: '药品生产/质量管理',\n",
       " 4109: '药品市场推广经理',\n",
       " 4110: '药品市场推广主管/专员',\n",
       " 4120: '医药招商',\n",
       " 4121: '政府事务管理',\n",
       " 4122: '招投标管理',\n",
       " 4111: '医药销售经理/主管',\n",
       " 4112: '医药代表',\n",
       " 4102: '医药销售人员',\n",
       " 4117: '医疗器械注册',\n",
       " 4124: '医疗器械研发',\n",
       " 4118: '医疗器械生产/质量管理',\n",
       " 4113: '医疗器械市场推广',\n",
       " 4125: '医疗器械销售经理/主管',\n",
       " 4114: '医疗器械销售代表',\n",
       " 4119: '医疗器械维修人员',\n",
       " 4115: '其他',\n",
       " 5500: '化工',\n",
       " 5501: '化工技术应用/化工工程师',\n",
       " 5502: '化工实验室研究员/技术员',\n",
       " 5503: '涂料研发工程师',\n",
       " 5504: '配色技术员',\n",
       " 5505: '塑料工程师',\n",
       " 5506: '化妆品研发',\n",
       " 5507: '食品/饮料研发',\n",
       " 5509: '造纸研发',\n",
       " 5508: '其他',\n",
       " 1300: '医院/医疗/护理',\n",
       " 1302: '医院管理人员',\n",
       " 1328: '综合门诊/全科医生',\n",
       " 1301: '内科医生',\n",
       " 1317: '外科医生',\n",
       " 1318: '专科医生',\n",
       " 1319: '牙科医生',\n",
       " 1337: '妇产科医生',\n",
       " 1339: '眼科医生',\n",
       " 1320: '美容整形师',\n",
       " 1329: '医美咨询',\n",
       " 1308: '麻醉医生',\n",
       " 1327: '超声影像/放射科医师',\n",
       " 1321: '理疗师',\n",
       " 1322: '中医科医生',\n",
       " 1313: '针灸/推拿',\n",
       " 1325: '儿科医生',\n",
       " 1309: '心理医生',\n",
       " 1335: '心理咨询师',\n",
       " 1314: '营养师',\n",
       " 1330: '健康管理师',\n",
       " 1304: '药库主任/药剂师',\n",
       " 1310: '医学检验',\n",
       " 1331: '核酸检测员',\n",
       " 1323: '公共卫生/疾病控制',\n",
       " 1333: '消毒员',\n",
       " 1332: '防疫员',\n",
       " 1324: '护理主任/护士长',\n",
       " 1305: '护士/护理人员',\n",
       " 1336: '导医',\n",
       " 1315: '兽医',\n",
       " 1326: '验光师',\n",
       " 1311: '其他',\n",
       " 4200: '广告',\n",
       " 4201: '广告客户总监/副总监',\n",
       " 4202: '广告客户经理',\n",
       " 4203: '广告客户主管/专员',\n",
       " 4205: '广告创意总监',\n",
       " 4204: '广告创意/设计经理',\n",
       " 4206: '广告创意/设计主管/专员',\n",
       " 4212: '广告制作执行',\n",
       " 4213: '广告销售',\n",
       " 4211: '美术指导',\n",
       " 4207: '文案/策划',\n",
       " 4208: '企业/业务发展经理',\n",
       " 4209: '企业策划人员',\n",
       " 4210: '其他',\n",
       " 4300: '公关/媒介',\n",
       " 4315: '公关总监',\n",
       " 4301: '公关经理',\n",
       " 4302: '公关主管',\n",
       " 4303: '公关专员',\n",
       " 4304: '会务/会展经理',\n",
       " 4305: '会务/会展主管',\n",
       " 4306: '会务/会展专员',\n",
       " 4307: '媒介经理',\n",
       " 4308: '媒介主管',\n",
       " 4309: '媒介专员',\n",
       " 4310: '公关/媒介助理',\n",
       " 4312: '媒介销售',\n",
       " 4313: '活动策划',\n",
       " 4314: '活动执行',\n",
       " 4311: '其他',\n",
       " '0300': '市场/营销',\n",
       " '0301': '市场/营销/拓展总监',\n",
       " '0302': '市场/营销/拓展经理',\n",
       " '0303': '市场/营销/拓展主管',\n",
       " '0304': '市场/营销/拓展专员',\n",
       " '0305': '市场助理',\n",
       " '0340': '互联网营销师',\n",
       " '0324': '市场分析/调研人员',\n",
       " '0306': '产品/品牌经理',\n",
       " '0307': '产品/品牌主管',\n",
       " '0330': '产品/品牌专员',\n",
       " '0308': '市场通路经理/主管',\n",
       " '0335': '市场通路专员',\n",
       " '0336': '市场企划经理/主管',\n",
       " '0337': '市场企划专员',\n",
       " '0310': '促销经理',\n",
       " '0338': '选址拓展/新店开发',\n",
       " '0329': '其他',\n",
       " 4400: '影视/媒体',\n",
       " 4401: '影视策划/制作人员',\n",
       " 4402: '导演/编导',\n",
       " 4417: '编剧',\n",
       " 4418: '制片人',\n",
       " 4403: '艺术/设计总监',\n",
       " 4414: '艺术指导/舞台美术设计',\n",
       " 4404: '经纪人/星探',\n",
       " 4405: '主播/主持人',\n",
       " 4406: '摄影师/摄像师',\n",
       " 4411: '后期制作',\n",
       " 4416: '视频剪辑',\n",
       " 4407: '音效师',\n",
       " 4408: '配音员',\n",
       " 4415: '灯光师',\n",
       " 4412: '放映经理/主管',\n",
       " 4413: '放映员',\n",
       " 4410: '其他',\n",
       " 4500: '编辑出版',\n",
       " 4501: '总编/副总编',\n",
       " 4502: '编辑',\n",
       " 4517: '作家/撰稿人',\n",
       " 4503: '记者',\n",
       " 4516: '电话采编',\n",
       " 4504: '美术编辑',\n",
       " 4505: '排版设计',\n",
       " 4507: '出版/发行',\n",
       " 4508: '其他',\n",
       " 6900: '建筑规划与设计',\n",
       " 6919: '室内设计总监',\n",
       " 6918: '室内设计经理/主管',\n",
       " 6901: '室内设计',\n",
       " 6917: '室内设计师助理',\n",
       " 6902: '软装设计',\n",
       " 6903: '精装设计',\n",
       " 6920: '家装顾问',\n",
       " 6905: '建筑设计师',\n",
       " 6906: '钢结构设计',\n",
       " 6907: '幕墙设计',\n",
       " 6908: '建筑结构设计',\n",
       " 6909: '建筑制图/模型/渲染',\n",
       " 6911: '暖通设计',\n",
       " 6912: '给排水设计',\n",
       " 6910: '建筑机电设计',\n",
       " 6914: '园艺/园林/景观设计',\n",
       " 6913: '城市规划设计',\n",
       " 6904: '规划与设计',\n",
       " 6916: 'BIM工程师',\n",
       " 6915: '其他',\n",
       " 2100: '建筑工程与装潢',\n",
       " 2101: '建筑工程师',\n",
       " 2123: '高级建筑工程师/总工',\n",
       " 2104: '给排水/暖通工程',\n",
       " 2122: '幕墙工程师',\n",
       " 2103: '建筑机电工程师',\n",
       " 2125: '楼宇自动化',\n",
       " 2126: '智能大厦/综合布线/安防/弱电',\n",
       " 2146: '精装修工程师',\n",
       " 2147: '房修工程师',\n",
       " 2102: '结构/土木/土建工程师',\n",
       " 2118: '公路/桥梁/港口/隧道工程',\n",
       " 2119: '岩土工程',\n",
       " 2120: '测绘/测量',\n",
       " 2127: '开发报建',\n",
       " 2105: '工程造价师/预结算经理',\n",
       " 2124: '预结算员',\n",
       " 2106: '建筑工程管理/项目经理',\n",
       " 2133: '建筑项目助理',\n",
       " 2121: '建筑工程验收',\n",
       " 2107: '工程监理',\n",
       " 2132: '市政工程师',\n",
       " 2128: '合同管理',\n",
       " 2129: '安全员',\n",
       " 2130: '资料员',\n",
       " 2111: '建筑安装施工员',\n",
       " 2134: '砌筑工',\n",
       " 2135: '瓦工',\n",
       " 2136: '混凝土工',\n",
       " 2137: '浇注工',\n",
       " 2138: '钢筋工',\n",
       " 2139: '木工',\n",
       " 2140: '油漆工',\n",
       " 2141: '电梯工',\n",
       " 2142: '抹灰工',\n",
       " 2143: '施工开料工',\n",
       " 2144: '管道/暖通',\n",
       " 2145: '工长',\n",
       " 2112: '消防安全',\n",
       " 2116: '其他',\n",
       " 4600: '房地产开发',\n",
       " 4601: '房地产项目/策划经理',\n",
       " 4602: '房地产项目/策划主管/专员',\n",
       " 4604: '房地产投资管理',\n",
       " 4603: '房产项目配套工程师',\n",
       " 4608: '房地产项目招投标',\n",
       " 4610: '房地产投资分析',\n",
       " 4611: '房地产资产管理',\n",
       " 4612: '监察人员',\n",
       " 4607: '其他',\n",
       " 6000.0: '房地产销售与中介',\n",
       " 6009: '房地产销售经理/主管',\n",
       " 6010: '房地产销售',\n",
       " 6001: '房地产中介/置业顾问',\n",
       " 6002: '房地产评估',\n",
       " 6004: '房地产店长/经理',\n",
       " 6007: '房地产内勤',\n",
       " 6006: '房地产客服',\n",
       " 6008: '其他',\n",
       " 4700: '物业管理',\n",
       " 4702: '物业管理经理',\n",
       " 4714: '物业管理主管',\n",
       " 4703: '物业管理专员/助理',\n",
       " 4704: '招商/租赁/租售',\n",
       " 4719: '写字楼运营',\n",
       " 4717: '长租公寓管家/养老专员',\n",
       " 4701: '高级物业顾问/物业顾问',\n",
       " 4716: '前介工程师',\n",
       " 4705: '物业设施管理人员',\n",
       " 4715: '物业机电维修工',\n",
       " 4708: '物业机电工程师',\n",
       " 4706: '物业维修员',\n",
       " 4709: '停车管理员',\n",
       " 4710: '保安经理',\n",
       " 4711: '保安人员',\n",
       " 4712: '保洁',\n",
       " 4713: '绿化工',\n",
       " 4707: '其他',\n",
       " '0600': '人力资源',\n",
       " '0601': '人事总监',\n",
       " '0611': 'HRBP',\n",
       " '0602': '人事经理',\n",
       " '0603': '人事主管',\n",
       " '0604': '人事专员',\n",
       " '0605': '人事助理',\n",
       " '0606': '招聘经理/主管',\n",
       " '0626': '招聘专员/助理',\n",
       " '0607': '薪资福利经理/主管',\n",
       " '0608': '薪资福利专员/助理',\n",
       " '0627': '绩效考核经理/主管',\n",
       " '0628': '绩效考核专员/助理',\n",
       " '0609': '培训经理/主管',\n",
       " '0610': '培训专员/助理/培训师',\n",
       " '0629': '企业文化/员工关系/工会管理',\n",
       " '0630': '人力资源信息系统专员',\n",
       " '0635': '劳务派遣专员',\n",
       " '0625': '其他',\n",
       " '0700': '高级管理',\n",
       " '0701': '首席执行官CEO/总裁/总经理',\n",
       " '0707': '首席运营官COO',\n",
       " '0702': '副总经理/副总裁',\n",
       " '0704': '合伙人',\n",
       " '0705': '总监/部门经理',\n",
       " '0710': '策略发展总监',\n",
       " '0711': '企业秘书/董事会秘书',\n",
       " '0712': '投资者关系',\n",
       " '0708': '办事处首席代表',\n",
       " '0709': '办事处/分公司/分支机构经理',\n",
       " '0703': '总裁助理/总经理助理',\n",
       " '0706': '其他',\n",
       " 2300: '行政/后勤',\n",
       " 2301: '行政总监',\n",
       " 2302: '行政经理/主管/办公室主任',\n",
       " 2303: '行政专员/助理',\n",
       " 2304: '经理助理/秘书',\n",
       " 2311: '文员',\n",
       " 2310: '党工团干事',\n",
       " 2305: '前台接待/总机/接待生',\n",
       " 2307: '图书管理员/资料管理员',\n",
       " 2312: '档案管理员',\n",
       " 2308: '电脑操作员/打字员',\n",
       " 2306: '后勤',\n",
       " 2309: '其他',\n",
       " 1400: '咨询/顾问',\n",
       " 1401: '专业顾问',\n",
       " 1402: '咨询总监',\n",
       " 1403: '咨询经理',\n",
       " 1406: '专业培训师',\n",
       " 1404: '咨询员',\n",
       " 1409: '调研员',\n",
       " 1408: '猎头/人才中介',\n",
       " 1407: '情报信息分析人员',\n",
       " 1405: '其他',\n",
       " 1100: '律师/法务/合规',\n",
       " 1101: '律师/法律顾问',\n",
       " 1103: '律师助理',\n",
       " 1111: '法务总监',\n",
       " 1106: '法务经理',\n",
       " 1102: '法务主管/专员',\n",
       " 1107: '法务助理',\n",
       " 1109: '合规经理',\n",
       " 1110: '合规主管/专员',\n",
       " 1108: '知识产权/专利/商标',\n",
       " 1105: '其他',\n",
       " 1200: '教师',\n",
       " 1219: '英语老师',\n",
       " 1220: '数学老师',\n",
       " 1221: '语文老师',\n",
       " 1222: '物理老师',\n",
       " 1223: '化学老师',\n",
       " 1224: '日语老师',\n",
       " 1207: '幼教',\n",
       " 1225: '早教老师',\n",
       " 1228: '美术老师',\n",
       " 1233: '钢琴老师',\n",
       " ...}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "职能_dict = eval(工作职能)\n",
    "职能_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "cf3173e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'后端开发': '0100',\n",
       " 'Java开发工程师': '0121',\n",
       " 'PHP开发工程师': '0120',\n",
       " 'C/C++开发工程师': '0122',\n",
       " 'Python开发工程师': '0124',\n",
       " '.NET开发工程师': '0126',\n",
       " 'C#开发工程师': '0153',\n",
       " 'Ruby开发工程师': '0151',\n",
       " 'Go开发工程师': '0152',\n",
       " '大数据开发工程师': '0130',\n",
       " 'Hadoop工程师': '0129',\n",
       " '爬虫开发工程师': '0131',\n",
       " '脚本开发工程师': '0132',\n",
       " '多媒体开发工程师': '0133',\n",
       " 'GIS工程师': '0155',\n",
       " '全栈工程师': '0154',\n",
       " 'ERP技术开发': '0117',\n",
       " '区块链开发': '0128',\n",
       " '高级软件工程师': '0106',\n",
       " '软件工程师': '0107',\n",
       " '系统架构设计师': '0143',\n",
       " '系统分析员': '0123',\n",
       " '技术文员/助理': '0149',\n",
       " '技术文档工程师': '0150',\n",
       " '其他': '6508',\n",
       " '移动开发': '7700',\n",
       " 'Android开发工程师': '7701',\n",
       " 'iOS开发工程师': '7702',\n",
       " '小程序开发工程师': '7705',\n",
       " '移动开发工程师': '7703',\n",
       " '前端开发': '7200',\n",
       " 'Web前端开发': '7201',\n",
       " 'HTML5开发工程师': '7202',\n",
       " '人工智能': '7300',\n",
       " '机器学习工程师': '7301',\n",
       " '深度学习工程师': '7302',\n",
       " '图像算法工程师': '7303',\n",
       " '图像处理工程师': '7304',\n",
       " '图像识别工程师': '7305',\n",
       " '语音识别工程师': '7306',\n",
       " '机器视觉工程师': '7307',\n",
       " '自然语言处理(NLP)': '7308',\n",
       " '算法工程师': '7309',\n",
       " '推荐算法工程师': '7310',\n",
       " '搜索算法工程师': '7311',\n",
       " '游戏': '7800',\n",
       " '游戏策划师': '7801',\n",
       " '游戏系统策划': '7802',\n",
       " '游戏数值策划': '7803',\n",
       " '游戏关卡策划': '7804',\n",
       " '游戏文案策划/剧情策划': '7805',\n",
       " '游戏界面设计师': '7806',\n",
       " '游戏角色设计师': '7820',\n",
       " '游戏特效设计师': '7817',\n",
       " 'UE4特效师': '7822',\n",
       " '游戏动作设计师': '7818',\n",
       " '游戏场景设计师': '7819',\n",
       " '游戏原画师': '7807',\n",
       " '游戏动画师': '7808',\n",
       " '游戏开发工程师': '7809',\n",
       " 'Cocos2d-x开发工程师': '7810',\n",
       " 'Unity3d开发工程师': '7811',\n",
       " 'UE4开发工程师': '7823',\n",
       " '游戏客户端开发工程师': '7812',\n",
       " '游戏服务端开发工程师': '7813',\n",
       " '游戏测试': '7821',\n",
       " '游戏运营': '7814',\n",
       " '电子竞技运营': '7815',\n",
       " '视觉/交互设计': '7400',\n",
       " '平面设计总监': '7420',\n",
       " '平面设计经理/主管': '7421',\n",
       " '平面设计师': '7413',\n",
       " '美工/电商设计师': '7419',\n",
       " 'UI设计师': '7412',\n",
       " '视觉设计师': '7403',\n",
       " '网页设计师': '7401',\n",
       " '用户体验（UE/UX）设计师': '7404',\n",
       " '交互设计师': '7402',\n",
       " '动画/3D设计': '7422',\n",
       " '特效设计师': '7407',\n",
       " '原画师': '7418',\n",
       " '绘画': '7417',\n",
       " '多媒体设计': '7416',\n",
       " 'Flash设计师': '7406',\n",
       " '音效设计师': '7408',\n",
       " '计算机辅助设计工程师': '7409',\n",
       " '仿真应用工程师': '7410',\n",
       " '网站架构设计师': '7405',\n",
       " '工业/艺术设计': '0900',\n",
       " '工业设计/产品设计': '0919',\n",
       " '包装设计': '0927',\n",
       " '展览/展示/店面设计': '0925',\n",
       " '家具设计': '0940',\n",
       " '家居设计': '0941',\n",
       " '照明设计': '0934',\n",
       " '陈列设计': '0936',\n",
       " '工艺品/珠宝设计鉴定': '0920',\n",
       " '玩具设计': '0929',\n",
       " '测试': '2700',\n",
       " '软件测试工程师': '2707',\n",
       " '功能测试': '2718',\n",
       " '性能测试': '2719',\n",
       " '安全测试': '2724',\n",
       " '自动化测试': '2720',\n",
       " '移动端测试': '2721',\n",
       " '测试开发': '2722',\n",
       " '测试总监': '2726',\n",
       " '测试经理': '2705',\n",
       " '测试主管': '2723',\n",
       " '系统测试': '2706',\n",
       " '标准化工程师': '2704',\n",
       " '测试工程师': '2725',\n",
       " '运维/技术支持': '7900',\n",
       " '运维工程师': '7901',\n",
       " '自动化运维工程师': '7920',\n",
       " '系统工程师': '7902',\n",
       " '数据库工程师(DBA)': '7903',\n",
       " '系统集成工程师': '7904',\n",
       " 'ERP实施顾问': '7905',\n",
       " '网络安全工程师': '7906',\n",
       " '运维开发': '7915',\n",
       " '网站维护工程师': '7907',\n",
       " '技术支持/维护经理': '7908',\n",
       " '技术支持/维护工程师': '7909',\n",
       " '配置管理工程师': '7910',\n",
       " 'IT经理/IT主管': '7912',\n",
       " '网络工程师(IT工程师)': '7913',\n",
       " '网络管理(Helpdesk)': '7914',\n",
       " '网络维修': '7916',\n",
       " '手机维修': '7917',\n",
       " '电脑维修': '7918',\n",
       " '数据': '7500',\n",
       " '数据分析经理/主管': '7502',\n",
       " '数据分析师': '7501',\n",
       " 'ETL开发工程师': '7503',\n",
       " 'BI工程师': '7504',\n",
       " '数据仓库工程师': '7505',\n",
       " '数据采集工程师': '7506',\n",
       " '数据建模工程师': '7507',\n",
       " '数据治理工程师': '7508',\n",
       " '产品': '6600',\n",
       " '产品总监': '6604',\n",
       " '产品经理/主管': '6602',\n",
       " '互联网产品经理': '6605',\n",
       " '移动产品经理': '6606',\n",
       " '用户产品经理': '6607',\n",
       " '电商产品经理': '6608',\n",
       " '产品专员': '6601',\n",
       " '产品助理': '6603',\n",
       " '需求工程师': '6609',\n",
       " '运营': '8000.0',\n",
       " '运营总监': '8050',\n",
       " '运营经理': '8049',\n",
       " '运营主管': '8048',\n",
       " '运营专员': '8047',\n",
       " '运营助理': '8053',\n",
       " '网站运营总监': '8030',\n",
       " '网站运营经理/主管': '8003',\n",
       " '网站运营专员': '8016',\n",
       " '网络推广总监': '8032',\n",
       " '网络推广经理/主管': '8033',\n",
       " '网络推广专员': '8034',\n",
       " 'SEO/SEM': '8024',\n",
       " '信息流优化师': '8046',\n",
       " '新媒体运营': '8010',\n",
       " '直播运营': '8059',\n",
       " '微信运营': '8055',\n",
       " '微博运营': '8054',\n",
       " '用户运营': '8041',\n",
       " '社区/社群运营': '8058',\n",
       " '活动运营': '8042',\n",
       " '内容运营': '8043',\n",
       " '品类运营': '8051',\n",
       " '数据运营': '8044',\n",
       " '线下运营': '8045',\n",
       " '产品运营': '8057',\n",
       " '网站编辑': '8007',\n",
       " '内容审核': '8052',\n",
       " '网站策划': '8006',\n",
       " '电子商务': '6100',\n",
       " '电商总监': '6111',\n",
       " '电商经理/电商主管': '6110',\n",
       " '电商专员': '6109',\n",
       " '电商运营': '6102',\n",
       " '跨境电商运营': '6112',\n",
       " '网店店长': '6101',\n",
       " '网店店铺管理员': '6103',\n",
       " '网店客服': '6104',\n",
       " '店铺推广': '6105',\n",
       " '网店模特': '6107',\n",
       " '技术管理': '2600',\n",
       " '首席技术执行官CTO': '2611',\n",
       " '首席信息官CIO': '2612',\n",
       " '技术总监/经理': '2602',\n",
       " '项目总监': '3513',\n",
       " '项目经理': '2606',\n",
       " '项目主管': '2607',\n",
       " '项目执行/协调人员': '2608',\n",
       " '项目助理': '2610',\n",
       " '半导体/芯片': '6700',\n",
       " '集成电路IC设计/应用工程师': '6701',\n",
       " '芯片架构工程师': '6727',\n",
       " 'FPGA开发工程师': '6728',\n",
       " 'MEMS工程师': '6729',\n",
       " '射频芯片设计': '6730',\n",
       " '模拟芯片工程师': '6731',\n",
       " '版图设计工程师': '6722',\n",
       " '模拟版图工程师': '6732',\n",
       " '数字前端工程师': '6733',\n",
       " 'IC验证工程师': '6702',\n",
       " 'FPGA原型验证工程师': '6734',\n",
       " 'EDA工程师': '6735',\n",
       " '可测性设计工程师(DFT)': '6736',\n",
       " '数字后端工程师': '6737',\n",
       " '芯片测试工程师': '6738',\n",
       " 'FAE 现场应用工程师': '6712',\n",
       " '半导体工艺工程师': '6723',\n",
       " '工艺整合工程师(PIE)': '6740',\n",
       " '半导体设备工程师': '6739',\n",
       " '失效分析工程师(FA)': '6741',\n",
       " '封装工程师': '6760',\n",
       " '封装研发工程师': '6744',\n",
       " '半导体测试工程师': '6750',\n",
       " '芯片销售工程师': '6746',\n",
       " '半导体器件工程师': '6761',\n",
       " '半导体文档工程师': '6747',\n",
       " '半导体产品经理/产品工程师': '6748',\n",
       " '半导体技术': '6707',\n",
       " '电子/电器/仪器仪表': '2900',\n",
       " '电子工程师/技术员': '2903',\n",
       " 'PCB工程师': '2964',\n",
       " '电子技术研发工程师': '2917',\n",
       " '电子软件开发(ARM/MCU...)': '2909',\n",
       " '电子元器件工程师': '2962',\n",
       " '电子工艺工程师': '2951',\n",
       " 'SMT工程师': '2965',\n",
       " '电子设备工程师': '2959',\n",
       " '电子/电器维修工程师/技师': '2920',\n",
       " '嵌入式软件开发(Linux/单片机/PLC/DSP…)': '2910',\n",
       " '嵌入式硬件开发(主板机…)': '2919',\n",
       " '硬件工程师': '2955',\n",
       " '高级硬件工程师': '2956',\n",
       " '硬件测试工程师': '2957',\n",
       " '电气工程师/技术员': '2904',\n",
       " 'PLC工程师': '2966',\n",
       " '电路工程师/技术员(模拟/数字)': '2905',\n",
       " '电声/音响工程师/技术员': '2906',\n",
       " '电池/电源开发': '2911',\n",
       " '仪器/仪表/计量分析师': '2914',\n",
       " '计量工程师': '2958',\n",
       " '激光/光电子技术': '2918',\n",
       " '变压器与磁电工程师': '2921',\n",
       " '家用电器/数码产品研发': '2913',\n",
       " '自动控制工程师/技术员': '2908',\n",
       " '机器人调试工程师': '2963',\n",
       " '安防系统工程师': '2925',\n",
       " '电子销售工程师': '2952',\n",
       " '电子文档工程师': '2953',\n",
       " '电子产品经理/产品工程师': '2954',\n",
       " '通信技术开发及应用': '2800',\n",
       " '通信技术工程师': '2801',\n",
       " '无线通信工程师': '2803',\n",
       " '有线传输工程师': '2802',\n",
       " '射频工程师': '2815',\n",
       " '数据通信工程师': '2805',\n",
       " '通信网络工程师': '2807',\n",
       " '核心网工程师': '2819',\n",
       " '基站工程师': '2818',\n",
       " '通信设备工程师': '2820',\n",
       " '通信电源工程师': '2808',\n",
       " '电信交换工程师': '2804',\n",
       " '光通信工程师': '2814',\n",
       " '通信测试工程师': '2816',\n",
       " '通信销售工程师': '2817',\n",
       " '通信文档工程师': '2812',\n",
       " '通信产品经理/产品工程师': '2813',\n",
       " '通信项目管理': '2821',\n",
       " '销售管理': '0200',\n",
       " '销售总监': '0201',\n",
       " '销售经理': '0202',\n",
       " '销售主管': '0203',\n",
       " '业务拓展主管/经理': '0232',\n",
       " '渠道/分销总监': '0233',\n",
       " '渠道/分销经理': '0207',\n",
       " '渠道/分销主管': '0220',\n",
       " '大客户管理': '0235',\n",
       " '客户经理/主管': '0208',\n",
       " '区域销售总监': '0230',\n",
       " '区域销售经理': '0226',\n",
       " '区域销售主管': '0236',\n",
       " '城市经理': '0237',\n",
       " '团购经理/主管': '0234',\n",
       " '销售人员': '3000.0',\n",
       " '大客户销售': '3009',\n",
       " '销售代表': '3001',\n",
       " '区域销售代表': '3014',\n",
       " '渠道/分销专员': '3002',\n",
       " '客户代表': '3003',\n",
       " '销售工程师': '3004',\n",
       " '电话销售': '3005',\n",
       " '地推专员': '3017',\n",
       " '门店销售': '3016',\n",
       " '海外销售': '3015',\n",
       " '网络销售/在线销售': '3010',\n",
       " '直播销售': '3013',\n",
       " '团购业务员': '3008',\n",
       " '经销商': '3006',\n",
       " '会籍顾问': '3011',\n",
       " '销售助理': '3012',\n",
       " '销售行政及商务': '3100',\n",
       " '销售行政经理/主管': '3101',\n",
       " '销售行政专员': '3102',\n",
       " '业务分析经理/主管': '3108',\n",
       " '业务分析专员/助理': '3109',\n",
       " '商务经理': '3103',\n",
       " '商务主管/专员': '3104',\n",
       " '商务助理': '3105',\n",
       " '销售行政助理': '3106',\n",
       " '客服及支持': '3200',\n",
       " '客服总监': '3201',\n",
       " '客服经理': '3202',\n",
       " '客服主管': '3203',\n",
       " '客服专员/助理': '3204',\n",
       " '客户关系经理/主管': '3210',\n",
       " '售前/售后技术支持经理': '3205',\n",
       " '售前/售后技术支持主管': '3206',\n",
       " '售前/售后技术支持工程师': '3207',\n",
       " '咨询热线/呼叫中心服务人员': '3208',\n",
       " '网络/在线客服': '3213',\n",
       " '投诉专员': '3211',\n",
       " 'VIP专员': '3212',\n",
       " '财务/审计/税务': '0400',\n",
       " '首席财务官 CFO': '0444',\n",
       " '财务总监': '0401',\n",
       " '财务经理': '0402',\n",
       " '财务专员': '0458',\n",
       " '财务顾问': '0445',\n",
       " '财务主管/总账主管': '0403',\n",
       " '财务助理/财务文员': '0422',\n",
       " '财务分析经理/主管': '0406',\n",
       " '财务分析员': '0407',\n",
       " '固定资产会计': '0448',\n",
       " '会计经理/会计主管': '0404',\n",
       " '会计': '0405',\n",
       " '会计助理': '0457',\n",
       " '成本经理/成本主管': '0408',\n",
       " '成本管理员': '0409',\n",
       " '出纳员': '0414',\n",
       " '资金经理/主管': '0449',\n",
       " '资金专员': '0450',\n",
       " '审计经理/主管': '0410',\n",
       " '审计专员/助理': '0419',\n",
       " '税务经理/税务主管': '0411',\n",
       " '税务专员/助理': '0412',\n",
       " '统计员': '0446',\n",
       " '金融/证券/期货/投资': '3300',\n",
       " '证券/期货/外汇经纪人': '3301',\n",
       " '证券分析师': '3302',\n",
       " '期货分析师': '3319',\n",
       " '量化研究': '3316',\n",
       " '证券交易员': '3320',\n",
       " '股票/期货操盘手': '3303',\n",
       " '金融/经济研究员': '3304',\n",
       " '金融产品经理': '3312',\n",
       " '金融产品销售': '3315',\n",
       " '机构业务销售': '3317',\n",
       " '投资总监': '3322',\n",
       " '投资经理': '3323',\n",
       " '基金经理': '3341',\n",
       " '投资顾问': '3325',\n",
       " '理财顾问': '3326',\n",
       " '投资银行业务': '3307',\n",
       " '投资银行财务分析': '3313',\n",
       " '融资经理/融资主管': '3308',\n",
       " '融资专员': '3309',\n",
       " '营业部总经理/副总经理': '3318',\n",
       " '风险管理/控制': '3314',\n",
       " '资产管理': '3324',\n",
       " '拍卖/担保/典当业务': '3310',\n",
       " '银行': '2200',\n",
       " '行长/副行长': '2207',\n",
       " '银行客户总监': '2231',\n",
       " '个人业务部门经理/主管': '2223',\n",
       " '个人业务客户经理': '2224',\n",
       " '公司业务部门经理/主管': '2225',\n",
       " '公司业务客户经理': '2226',\n",
       " '综合业务经理/主管': '2227',\n",
       " '综合业务专员': '2228',\n",
       " '理财经理': '2233',\n",
       " '资产评估/分析': '2208',\n",
       " '风险控制': '2209',\n",
       " '信贷管理': '2215',\n",
       " '催收': '3340',\n",
       " '信审核查': '2229',\n",
       " '进出口/信用证结算': '2210',\n",
       " '外汇交易': '2212',\n",
       " '清算人员': '2211',\n",
       " '高级客户经理/客户经理': '2213',\n",
       " '客户主管/专员': '2214',\n",
       " '营业部大堂经理': '2230',\n",
       " '信用卡销售': '2222',\n",
       " '呼叫中心客服': '2232',\n",
       " '银行柜员': '2216',\n",
       " '小微信贷专员': '2234',\n",
       " '保险': '3400',\n",
       " '保险精算师': '3401',\n",
       " '保险产品开发/项目策划': '3402',\n",
       " '保险业务经理/主管': '3403',\n",
       " '保险经纪人/保险代理': '3404',\n",
       " '保险电销': '3414',\n",
       " '保险核保': '3407',\n",
       " '保险理赔': '3408',\n",
       " '保险客户服务/续期管理': '3409',\n",
       " '保险培训师': '3410',\n",
       " '保险内勤': '3411',\n",
       " '契约管理': '3413',\n",
       " '理财顾问/财务规划师': '3405',\n",
       " '储备经理人': '3406',\n",
       " '保险业务推动/督导': '3415',\n",
       " '生产/营运': '3500',\n",
       " '工厂经理/厂长': '3501',\n",
       " '总工程师/副总工程师': '3502',\n",
       " '项目经理/主管': '0833',\n",
       " '项目工程师': '3504',\n",
       " '营运经理': '3505',\n",
       " '营运主管': '3506',\n",
       " '生产总监': '3514',\n",
       " '生产经理/车间主任': '3507',\n",
       " '生产主管': '3509',\n",
       " '生产领班/组长': '3515',\n",
       " '生产计划/物料管理(PMC)': '3508',\n",
       " '生产文员': '3512',\n",
       " '生产跟单': '3518',\n",
       " '设备主管': '3516',\n",
       " '化验员': '3510',\n",
       " '厂务': '3517',\n",
       " '质量安全': '3600',\n",
       " '质量管理/测试经理(QA/QC经理)': '3601',\n",
       " '质量管理/测试主管(QA/QC主管)': '3602',\n",
       " '质量管理/测试工程师(QA/QC工程师)': '3603',\n",
       " '可靠度工程师': '3605',\n",
       " '故障分析工程师': '3606',\n",
       " '认证工程师': '3607',\n",
       " '体系工程师': '3608',\n",
       " '质检员/测试员(QC)': '3604',\n",
       " '审核员': '3615',\n",
       " '环境/健康/安全经理/主管（EHS）': '3609',\n",
       " '环境/健康/安全工程师（EHS）': '3610',\n",
       " '安全员': '2129',\n",
       " '供应商管理': '3611',\n",
       " '采购材料、设备质量管理': '3612',\n",
       " '工程/机械/能源': '0500',\n",
       " '技术研发经理/主管': '0510',\n",
       " '技术研发工程师': '0511',\n",
       " '产品工艺/制程工程师': '0547',\n",
       " '产品规划工程师': '0559',\n",
       " '项目管理': '0584',\n",
       " '实验室负责人/工程师': '0512',\n",
       " '工程/设备经理': '0513',\n",
       " '工程/设备主管': '0514',\n",
       " '工程/设备工程师': '0515',\n",
       " '工程/机械绘图员': '0523',\n",
       " '工业工程师': '0560',\n",
       " '材料工程师': '0582',\n",
       " '机械工程师': '0539',\n",
       " '结构工程师': '0561',\n",
       " '模具工程师': '0548',\n",
       " '机电工程师': '0544',\n",
       " '机械设计': '0586',\n",
       " '模具设计': '0587',\n",
       " '维修经理/主管': '0580',\n",
       " '维修工程师': '0537',\n",
       " '装配工程师/技师': '0581',\n",
       " '铸造/锻造工程师/技师': '0562',\n",
       " '注塑工程师/技师': '0563',\n",
       " '焊接工程师/技师': '0564',\n",
       " '夹具工程师/技师': '0565',\n",
       " 'CNC工程师': '0566',\n",
       " '冲压工程师/技师': '0567',\n",
       " '锅炉工程师/技师': '0568',\n",
       " '电力工程师/技术员': '0569',\n",
       " '光源与照明工程': '0570',\n",
       " '光伏系统工程师': '0583',\n",
       " '汽车/摩托车工程师': '0571',\n",
       " '船舶工程师': '0572',\n",
       " '轨道交通工程师/技术员': '0575',\n",
       " '飞机维修机械师': '0576',\n",
       " '飞行器设计与制造': '0573',\n",
       " '水利/水电工程师': '0577',\n",
       " '空调/热能工程师': '0585',\n",
       " '石油天然气技术人员': '0578',\n",
       " '矿产勘探/地质勘测工程师': '0579',\n",
       " '汽车研发设计': '7100',\n",
       " '汽车项目管理': '7101',\n",
       " '汽车设计工程师': '7102',\n",
       " '车身/造型设计': '7103',\n",
       " '汽车结构工程师': '7104',\n",
       " '内外饰工程师': '7105',\n",
       " '汽车电子工程师': '7106',\n",
       " '电气/电器工程师': '7107',\n",
       " '附件系统工程师': '7108',\n",
       " '动力总成工程师': '7109',\n",
       " '发动机工程师': '7110',\n",
       " '底盘工程师': '7111',\n",
       " '汽车安全性能工程师': '7112',\n",
       " '汽车试验工程师': '7113',\n",
       " '新能源电池工程师': '7114',\n",
       " '新能源电控工程师': '7115',\n",
       " '新能源电机工程师': '7116',\n",
       " '汽车标定工程师': '7117',\n",
       " '发动机匹配工程师': '7118',\n",
       " '车联网工程师': '7119',\n",
       " '智能驾驶工程师': '7120',\n",
       " '研发总监/部长/专家': '7121',\n",
       " '汽车制造': '5400',\n",
       " '汽车质量工程师': '5404',\n",
       " '供应商质量工程师': '5421',\n",
       " '前期质量工程师': '5422',\n",
       " '过程质量工程师': '5423',\n",
       " '客户质量工程师': '5424',\n",
       " '汽车装配工艺工程师': '5406',\n",
       " '总装工程师': '5425',\n",
       " '焊接工艺工程师': '5426',\n",
       " '冲压工艺工程师': '5427',\n",
       " '涂装工艺工程师': '5428',\n",
       " '汽车销售与服务': '5900',\n",
       " '汽车销售/经纪人': '5903',\n",
       " '售后服务/客户服务': '5902',\n",
       " '汽车金融销售': '5916',\n",
       " '汽车金融经理': '5918',\n",
       " '汽车金融专员': '5917',\n",
       " '车险定损/理赔': '5915',\n",
       " '汽车修理工': '5907',\n",
       " '汽车检验/检测': '5905',\n",
       " '汽车装饰美容': '5906',\n",
       " '汽车钣金': '5913',\n",
       " '汽车喷漆': '5914',\n",
       " '汽车电工': '5912',\n",
       " '洗车工': '5908',\n",
       " '4S店经理/维修站经理': '5901',\n",
       " '二手车评估师': '5904',\n",
       " '加油站工作员': '5910',\n",
       " '技工普工': '3700',\n",
       " '普工/操作工': '3710',\n",
       " '技工': '3701',\n",
       " '叉车司机/铲车司机': '3707',\n",
       " '吊车司机': '3728',\n",
       " '挖掘机司机': '3729',\n",
       " '组装工': '3715',\n",
       " '包装工': '3716',\n",
       " '焊工': '3703',\n",
       " '氩弧焊工': '3717',\n",
       " '电工': '3706',\n",
       " '电力线路工': '3718',\n",
       " '旋压工': '3719',\n",
       " '仪表工': '3720',\n",
       " '电镀工': '3721',\n",
       " '喷塑工': '3722',\n",
       " '水工': '3709',\n",
       " '木工': '2139',\n",
       " '漆工': '3724',\n",
       " '空调工': '3708',\n",
       " '电梯工': '2141',\n",
       " '锅炉工': '3726',\n",
       " '3D打印操作员': '3730',\n",
       " '学徒工': '3727',\n",
       " '服装/纺织/皮革': '3800',\n",
       " '服装/纺织设计总监': '3812',\n",
       " '服装/纺织设计': '3801',\n",
       " '服装/纺织/皮革工艺师': '3813',\n",
       " '面料辅料开发': '3802',\n",
       " '面料辅料采购': '3803',\n",
       " '服装/纺织/皮革跟单': '3804',\n",
       " '服装领班': '3814',\n",
       " '服装纺织质检员(QA/QC)': '3805',\n",
       " '板房/楦头/底格出格师': '3806',\n",
       " '电脑放码员': '3811',\n",
       " '纸样师/车板工': '3808',\n",
       " '裁床': '3809',\n",
       " '打样/制版': '3807',\n",
       " '裁剪工': '3815',\n",
       " '缝纫工': '3816',\n",
       " '手缝工': '3817',\n",
       " '烫工': '3818',\n",
       " '样衣工': '3819',\n",
       " '纺织工': '3820',\n",
       " '针织工': '3821',\n",
       " '配色工': '3822',\n",
       " '印染工': '3823',\n",
       " '漂染工': '3824',\n",
       " '挡车工': '3825',\n",
       " '整经工': '3826',\n",
       " '细纱工': '3827',\n",
       " '浆纱工': '3828',\n",
       " '采购': '3900',\n",
       " '采购总监': '3901',\n",
       " '采购经理': '3902',\n",
       " '采购主管': '3903',\n",
       " '采购员': '3904',\n",
       " '采购助理': '3905',\n",
       " '买手': '3908',\n",
       " '供应商开发': '3909',\n",
       " '贸易': '4000.0',\n",
       " '贸易/外贸经理/主管': '4001',\n",
       " '贸易/外贸专员/助理': '4002',\n",
       " '外贸销售': '4009',\n",
       " '国内贸易人员': '4003',\n",
       " '业务跟单经理': '4004',\n",
       " '高级业务跟单': '4005',\n",
       " '业务跟单': '4006',\n",
       " '助理业务跟单': '4007',\n",
       " '物流/仓储': '0800',\n",
       " '物流总监': '0827',\n",
       " '物流经理': '0801',\n",
       " '物流主管': '0802',\n",
       " '物流专员/助理': '0814',\n",
       " '物流销售': '0837',\n",
       " '供应链总监': '0828',\n",
       " '供应链经理': '0825',\n",
       " '供应链主管/专员': '0826',\n",
       " '物料经理': '0803',\n",
       " '物料主管/专员': '0804',\n",
       " '仓库经理/主管': '0808',\n",
       " '仓库管理员': '0809',\n",
       " '仓库文员': '0840',\n",
       " '订单处理员': '0834',\n",
       " '运输经理/主管': '0810',\n",
       " '货运代理': '0829',\n",
       " '集装箱业务': '0830',\n",
       " '海关事务管理': '0832',\n",
       " '报关与报检': '0811',\n",
       " '单证员': '0812',\n",
       " '船务/空运陆运操作': '0815',\n",
       " '快递员': '0813',\n",
       " '分拣员': '0838',\n",
       " '调度员': '0831',\n",
       " '安检员': '0835',\n",
       " '仓储理货员': '0823',\n",
       " '搬运工': '0836',\n",
       " '装卸工': '0839',\n",
       " '生物/制药/医疗器械': '4100',\n",
       " '生物工程/生物制药': '4101',\n",
       " '化学分析测试员': '4116',\n",
       " '医药技术研发管理人员': '4103',\n",
       " '医药技术研发人员': '4104',\n",
       " '医药学术推广': '4126',\n",
       " '临床研究员': '4105',\n",
       " '临床协调员': '4106',\n",
       " '临床监查员': '4127',\n",
       " '临床数据分析员': '4123',\n",
       " '药品注册': '4107',\n",
       " '药品生产/质量管理': '4108',\n",
       " '药品市场推广经理': '4109',\n",
       " '药品市场推广主管/专员': '4110',\n",
       " '医药招商': '4120',\n",
       " '政府事务管理': '4121',\n",
       " '招投标管理': '4122',\n",
       " '医药销售经理/主管': '4111',\n",
       " '医药代表': '4112',\n",
       " '医药销售人员': '4102',\n",
       " '医疗器械注册': '4117',\n",
       " '医疗器械研发': '4124',\n",
       " '医疗器械生产/质量管理': '4118',\n",
       " '医疗器械市场推广': '4113',\n",
       " '医疗器械销售经理/主管': '4125',\n",
       " '医疗器械销售代表': '4114',\n",
       " '医疗器械维修人员': '4119',\n",
       " '化工': '5500',\n",
       " '化工技术应用/化工工程师': '5501',\n",
       " '化工实验室研究员/技术员': '5502',\n",
       " '涂料研发工程师': '5503',\n",
       " '配色技术员': '5504',\n",
       " '塑料工程师': '5505',\n",
       " '化妆品研发': '5506',\n",
       " '食品/饮料研发': '5507',\n",
       " '造纸研发': '5509',\n",
       " '医院/医疗/护理': '1300',\n",
       " '医院管理人员': '1302',\n",
       " '综合门诊/全科医生': '1328',\n",
       " '内科医生': '1301',\n",
       " '外科医生': '1317',\n",
       " '专科医生': '1318',\n",
       " '牙科医生': '1319',\n",
       " '妇产科医生': '1337',\n",
       " '眼科医生': '1339',\n",
       " '美容整形师': '1320',\n",
       " '医美咨询': '1329',\n",
       " '麻醉医生': '1308',\n",
       " '超声影像/放射科医师': '1327',\n",
       " '理疗师': '1321',\n",
       " '中医科医生': '1322',\n",
       " '针灸/推拿': '1313',\n",
       " '儿科医生': '1325',\n",
       " '心理医生': '1309',\n",
       " '心理咨询师': '1335',\n",
       " '营养师': '1314',\n",
       " '健康管理师': '1330',\n",
       " '药库主任/药剂师': '1304',\n",
       " '医学检验': '1310',\n",
       " '核酸检测员': '1331',\n",
       " '公共卫生/疾病控制': '1323',\n",
       " '消毒员': '1333',\n",
       " '防疫员': '1332',\n",
       " '护理主任/护士长': '1324',\n",
       " '护士/护理人员': '1305',\n",
       " '导医': '1336',\n",
       " '兽医': '1315',\n",
       " '验光师': '1326',\n",
       " '广告': '4200',\n",
       " '广告客户总监/副总监': '4201',\n",
       " '广告客户经理': '4202',\n",
       " '广告客户主管/专员': '4203',\n",
       " '广告创意总监': '4205',\n",
       " '广告创意/设计经理': '4204',\n",
       " '广告创意/设计主管/专员': '4206',\n",
       " '广告制作执行': '4212',\n",
       " '广告销售': '4213',\n",
       " '美术指导': '4211',\n",
       " '文案/策划': '4207',\n",
       " '企业/业务发展经理': '4208',\n",
       " '企业策划人员': '4209',\n",
       " '公关/媒介': '4300',\n",
       " '公关总监': '4315',\n",
       " '公关经理': '4301',\n",
       " '公关主管': '4302',\n",
       " '公关专员': '4303',\n",
       " '会务/会展经理': '4304',\n",
       " '会务/会展主管': '4305',\n",
       " '会务/会展专员': '4306',\n",
       " '媒介经理': '4307',\n",
       " '媒介主管': '4308',\n",
       " '媒介专员': '4309',\n",
       " '公关/媒介助理': '4310',\n",
       " '媒介销售': '4312',\n",
       " '活动策划': '4313',\n",
       " '活动执行': '4314',\n",
       " '市场/营销': '0300',\n",
       " '市场/营销/拓展总监': '0301',\n",
       " '市场/营销/拓展经理': '0302',\n",
       " '市场/营销/拓展主管': '0303',\n",
       " '市场/营销/拓展专员': '0304',\n",
       " '市场助理': '0305',\n",
       " '互联网营销师': '0340',\n",
       " '市场分析/调研人员': '0324',\n",
       " '产品/品牌经理': '0306',\n",
       " '产品/品牌主管': '0307',\n",
       " '产品/品牌专员': '0330',\n",
       " '市场通路经理/主管': '0308',\n",
       " '市场通路专员': '0335',\n",
       " '市场企划经理/主管': '0336',\n",
       " '市场企划专员': '0337',\n",
       " '促销经理': '0310',\n",
       " '选址拓展/新店开发': '0338',\n",
       " '影视/媒体': '4400',\n",
       " '影视策划/制作人员': '4401',\n",
       " '导演/编导': '4402',\n",
       " '编剧': '4417',\n",
       " '制片人': '4418',\n",
       " '艺术/设计总监': '4403',\n",
       " '艺术指导/舞台美术设计': '4414',\n",
       " '经纪人/星探': '4404',\n",
       " '主播/主持人': '4405',\n",
       " '摄影师/摄像师': '4406',\n",
       " '后期制作': '4411',\n",
       " '视频剪辑': '4416',\n",
       " '音效师': '4407',\n",
       " '配音员': '4408',\n",
       " '灯光师': '4415',\n",
       " '放映经理/主管': '4412',\n",
       " '放映员': '4413',\n",
       " '编辑出版': '4500',\n",
       " '总编/副总编': '4501',\n",
       " '编辑': '4502',\n",
       " '作家/撰稿人': '4517',\n",
       " '记者': '4503',\n",
       " '电话采编': '4516',\n",
       " '美术编辑': '4504',\n",
       " '排版设计': '4505',\n",
       " '出版/发行': '4507',\n",
       " '建筑规划与设计': '6900',\n",
       " '室内设计总监': '6919',\n",
       " '室内设计经理/主管': '6918',\n",
       " '室内设计': '6901',\n",
       " '室内设计师助理': '6917',\n",
       " '软装设计': '6902',\n",
       " '精装设计': '6903',\n",
       " '家装顾问': '6920',\n",
       " '建筑设计师': '6905',\n",
       " '钢结构设计': '6906',\n",
       " '幕墙设计': '6907',\n",
       " '建筑结构设计': '6908',\n",
       " '建筑制图/模型/渲染': '6909',\n",
       " '暖通设计': '6911',\n",
       " '给排水设计': '6912',\n",
       " '建筑机电设计': '6910',\n",
       " '园艺/园林/景观设计': '6914',\n",
       " '城市规划设计': '6913',\n",
       " '规划与设计': '6904',\n",
       " 'BIM工程师': '6916',\n",
       " '建筑工程与装潢': '2100',\n",
       " '建筑工程师': '2101',\n",
       " '高级建筑工程师/总工': '2123',\n",
       " '给排水/暖通工程': '2104',\n",
       " '幕墙工程师': '2122',\n",
       " '建筑机电工程师': '2103',\n",
       " '楼宇自动化': '2125',\n",
       " '智能大厦/综合布线/安防/弱电': '2126',\n",
       " '精装修工程师': '2146',\n",
       " '房修工程师': '2147',\n",
       " '结构/土木/土建工程师': '2102',\n",
       " '公路/桥梁/港口/隧道工程': '2118',\n",
       " '岩土工程': '2119',\n",
       " '测绘/测量': '2120',\n",
       " '开发报建': '2127',\n",
       " '工程造价师/预结算经理': '2105',\n",
       " '预结算员': '2124',\n",
       " '建筑工程管理/项目经理': '2106',\n",
       " '建筑项目助理': '2133',\n",
       " '建筑工程验收': '2121',\n",
       " '工程监理': '2107',\n",
       " '市政工程师': '2132',\n",
       " '合同管理': '2128',\n",
       " '资料员': '2130',\n",
       " '建筑安装施工员': '2111',\n",
       " '砌筑工': '2134',\n",
       " '瓦工': '2135',\n",
       " '混凝土工': '2136',\n",
       " '浇注工': '2137',\n",
       " '钢筋工': '2138',\n",
       " '油漆工': '2140',\n",
       " '抹灰工': '2142',\n",
       " '施工开料工': '2143',\n",
       " '管道/暖通': '2144',\n",
       " '工长': '2145',\n",
       " '消防安全': '2112',\n",
       " '房地产开发': '4600',\n",
       " '房地产项目/策划经理': '4601',\n",
       " '房地产项目/策划主管/专员': '4602',\n",
       " '房地产投资管理': '4604',\n",
       " '房产项目配套工程师': '4603',\n",
       " '房地产项目招投标': '4608',\n",
       " '房地产投资分析': '4610',\n",
       " '房地产资产管理': '4611',\n",
       " '监察人员': '4612',\n",
       " '房地产销售与中介': '6000.0',\n",
       " '房地产销售经理/主管': '6009',\n",
       " '房地产销售': '6010',\n",
       " '房地产中介/置业顾问': '6001',\n",
       " '房地产评估': '6002',\n",
       " '房地产店长/经理': '6004',\n",
       " '房地产内勤': '6007',\n",
       " '房地产客服': '6006',\n",
       " '物业管理': '4700',\n",
       " '物业管理经理': '4702',\n",
       " '物业管理主管': '4714',\n",
       " '物业管理专员/助理': '4703',\n",
       " '招商/租赁/租售': '4704',\n",
       " '写字楼运营': '4719',\n",
       " '长租公寓管家/养老专员': '4717',\n",
       " '高级物业顾问/物业顾问': '4701',\n",
       " '前介工程师': '4716',\n",
       " '物业设施管理人员': '4705',\n",
       " '物业机电维修工': '4715',\n",
       " '物业机电工程师': '4708',\n",
       " '物业维修员': '4706',\n",
       " '停车管理员': '4709',\n",
       " '保安经理': '4710',\n",
       " '保安人员': '4711',\n",
       " '保洁': '4712',\n",
       " '绿化工': '4713',\n",
       " '人力资源': '0600',\n",
       " '人事总监': '0601',\n",
       " 'HRBP': '0611',\n",
       " '人事经理': '0602',\n",
       " '人事主管': '0603',\n",
       " '人事专员': '0604',\n",
       " '人事助理': '0605',\n",
       " '招聘经理/主管': '0606',\n",
       " '招聘专员/助理': '0626',\n",
       " '薪资福利经理/主管': '0607',\n",
       " '薪资福利专员/助理': '0608',\n",
       " '绩效考核经理/主管': '0627',\n",
       " '绩效考核专员/助理': '0628',\n",
       " '培训经理/主管': '0609',\n",
       " '培训专员/助理/培训师': '0610',\n",
       " '企业文化/员工关系/工会管理': '0629',\n",
       " '人力资源信息系统专员': '0630',\n",
       " '劳务派遣专员': '0635',\n",
       " '高级管理': '0700',\n",
       " '首席执行官CEO/总裁/总经理': '0701',\n",
       " '首席运营官COO': '0707',\n",
       " '副总经理/副总裁': '0702',\n",
       " '合伙人': '0704',\n",
       " '总监/部门经理': '0705',\n",
       " '策略发展总监': '0710',\n",
       " '企业秘书/董事会秘书': '0711',\n",
       " '投资者关系': '0712',\n",
       " '办事处首席代表': '0708',\n",
       " '办事处/分公司/分支机构经理': '0709',\n",
       " '总裁助理/总经理助理': '0703',\n",
       " '行政/后勤': '2300',\n",
       " '行政总监': '2301',\n",
       " '行政经理/主管/办公室主任': '2302',\n",
       " '行政专员/助理': '2303',\n",
       " '经理助理/秘书': '2304',\n",
       " '文员': '2311',\n",
       " '党工团干事': '2310',\n",
       " '前台接待/总机/接待生': '2305',\n",
       " '图书管理员/资料管理员': '2307',\n",
       " '档案管理员': '2312',\n",
       " '电脑操作员/打字员': '2308',\n",
       " '后勤': '2306',\n",
       " '咨询/顾问': '1400',\n",
       " '专业顾问': '1401',\n",
       " '咨询总监': '1402',\n",
       " '咨询经理': '1403',\n",
       " '专业培训师': '1406',\n",
       " '咨询员': '1404',\n",
       " '调研员': '1409',\n",
       " '猎头/人才中介': '1408',\n",
       " '情报信息分析人员': '1407',\n",
       " '律师/法务/合规': '1100',\n",
       " '律师/法律顾问': '1101',\n",
       " '律师助理': '1103',\n",
       " '法务总监': '1111',\n",
       " '法务经理': '1106',\n",
       " '法务主管/专员': '1102',\n",
       " '法务助理': '1107',\n",
       " '合规经理': '1109',\n",
       " '合规主管/专员': '1110',\n",
       " '知识产权/专利/商标': '1108',\n",
       " '教师': '1200',\n",
       " '英语老师': '1219',\n",
       " '数学老师': '1220',\n",
       " '语文老师': '1221',\n",
       " '物理老师': '1222',\n",
       " '化学老师': '1223',\n",
       " '日语老师': '1224',\n",
       " '幼教': '1207',\n",
       " '早教老师': '1225',\n",
       " '美术老师': '1228',\n",
       " '钢琴老师': '1233',\n",
       " '音乐老师': '1226',\n",
       " '体育教师': '1216',\n",
       " '其他外语老师': '1215',\n",
       " '在线辅导老师': '1218',\n",
       " '小学教师': '1209',\n",
       " '初中教师': '1231',\n",
       " '高中教师': '1232',\n",
       " '大学教授': '1208',\n",
       " '职业技术教师': '1211',\n",
       " '讲师/助教': '1204',\n",
       " '家教': '1205',\n",
       " '兼职教师': '1210',\n",
       " '教育咨询': '8100',\n",
       " '课程顾问': '8101',\n",
       " '招生老师': '8102',\n",
       " '学习规划师': '8103',\n",
       " '留学顾问': '8104',\n",
       " '教育管理': '8200',\n",
       " '校长': '8201',\n",
       " '班主任/辅导员': '8202',\n",
       " '院校教务管理人员': '8203',\n",
       " '园长': '8204',\n",
       " '教研组长/主管': '8205',\n",
       " '教研员': '8206',\n",
       " '教师培训/师训': '8207',\n",
       " '培训': '5700',\n",
       " '培训督导': '5701',\n",
       " '培训讲师': '5702',\n",
       " '培训策划': '5703',\n",
       " '培训产品开发': '5707',\n",
       " '培训助理': '5704',\n",
       " '科研': '1000.0',\n",
       " '科研管理人员': '1002',\n",
       " '科研人员': '1001',\n",
       " '餐饮服务': '4800',\n",
       " '餐饮店长/经理': '4801',\n",
       " '餐饮大堂经理': '4819',\n",
       " '餐厅领班': '4802',\n",
       " '餐饮服务员': '4803',\n",
       " '行政主厨/厨师长': '4806',\n",
       " '中餐厨师': '4807',\n",
       " '西餐厨师': '4820',\n",
       " '日式厨师': '4821',\n",
       " '面点师': '4822',\n",
       " '西点师': '4823',\n",
       " '厨师助理/学徒': '4812',\n",
       " '茶艺师': '4809',\n",
       " '咖啡师': '4816',\n",
       " '调酒师/侍酒师/吧台员': '4808',\n",
       " '礼仪/迎宾': '4804',\n",
       " '餐饮预订员': '4824',\n",
       " '餐饮收银员': '4818',\n",
       " '配菜/打荷': '4813',\n",
       " '传菜主管': '4811',\n",
       " '传菜员': '4825',\n",
       " '洗碗工': '4814',\n",
       " '送餐员': '4815',\n",
       " '杂工': '4817',\n",
       " ...}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 完善dict的k,v格式并调转现有k,v位置，方便参数构建\n",
    "工作职能_dict = {str(k):v for k,v in 职能_dict.items()}\n",
    "工作职能_参数构建 = {v:k for k,v in 工作职能_dict.items()}\n",
    "工作职能_参数构建"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "2367234d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模版_list= ['https', 'search.51job.com', '/list/030200,000000,0000,00,9,99,+,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版 = urllib.parse.urlparse(url)\n",
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "print(\"参数模版_list=\",参数模版_list,'\\n')\n",
    "参数模版_dict = {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")}\n",
    "参数模版_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7e2a405e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/list/030200', '000000', '0000', '00', '9', '99', '+', '2', '1.html']"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作职能参数 = 参数模版_list[2].split(\",\")\n",
    "工作职能参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "08418f47",
   "metadata": {},
   "outputs": [],
   "source": [
    "def url_参数模板生成(工作职能):\n",
    "    工作职能_values = 工作职能_参数构建[工作职能]\n",
    "    工作职能参数[2] = 工作职能_values\n",
    "    工作职能 = \",\".join(工作职能参数)\n",
    "    参数模版_list[2] = 工作职能\n",
    "    url_参数 =  urllib.parse.urlunparse(参数模版_list)      \n",
    "    return (url_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "92b70584",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,7200,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_参数模板生成('前端开发')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4463c93",
   "metadata": {},
   "source": [
    "# 关键词"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "47c27f7a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模版_list= ['https', 'search.51job.com', '/list/030200,000000,0000,00,9,99,+,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版 = urllib.parse.urlparse(url)\n",
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "print(\"参数模版_list=\",参数模版_list,'\\n')\n",
    "参数模版_dict = {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")}\n",
    "参数模版_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "463191b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/list/030200', '000000', '0000', '00', '9', '99', '+', '2', '1.html']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "关键词参数 = 参数模版_list[2].split(\",\")\n",
    "关键词参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "0a7efc52",
   "metadata": {},
   "outputs": [],
   "source": [
    "def url_参数模版生成(关键词):\n",
    "    关键词_values = urllib.parse.quote(关键词)\n",
    "    关键词参数[6] = 关键词_values\n",
    "    关键词 = \",\".join(关键词参数)\n",
    "    参数模版_list[2] = 关键词\n",
    "    url_参数 =  urllib.parse.urlunparse(参数模版_list)      \n",
    "    return (url_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "c14b4725",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,%E5%B7%A5%E7%A8%8B%E5%B8%88,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_参数模版生成('工程师')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "647d12f5",
   "metadata": {},
   "source": [
    "# url_参数模版大集成"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "fc3ce404",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "各条件参数 =  {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")} \n",
    "各条件参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "7fcfd8fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/list/030200',\n",
       " '000000',\n",
       " '0000',\n",
       " '00',\n",
       " '9',\n",
       " '99',\n",
       " '%E5%B7%A5%E7%A8%8B%E5%B8%88',\n",
       " '2',\n",
       " '1.html']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "关键词与职能参数 = 参数模版_list[2].split(\",\")\n",
    "关键词与职能参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e810a8b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def url生成(学历要求,公司性质,工作职能,关键词):\n",
    "    学历要求_values = 学历要求_参数构建[学历要求]\n",
    "    各条件参数['degreefrom'] = 学历要求_values\n",
    "    公司性质_values = 公司性质_参数构建[公司性质]\n",
    "    各条件参数['cotype'] = 公司性质_values\n",
    "    工作职能_values = 工作职能_参数构建[工作职能]\n",
    "    关键词与职能参数[2] = 工作职能_values\n",
    "    关键词_values = urllib.parse.quote(关键词)\n",
    "    关键词与职能参数[6] = 关键词_values\n",
    "\n",
    " \n",
    "    各条件 = \"&\".join([k+\"=\"+v for k,v in 各条件参数.items()])\n",
    "    参数模版_list[4] = 各条件\n",
    "    \n",
    "    关键词与工作职能 = \",\".join(关键词与职能参数)\n",
    "    参数模版_list[2] = 关键词与工作职能\n",
    "    \n",
    "    url =  urllib.parse.urlunparse(参数模版_list) \n",
    "    return (url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b3fbd9a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,7200,00,9,99,%E5%B7%A5%E7%A8%8B%E5%B8%88,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=04&degreefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "检索 = url生成('本科','国企','前端开发','工程师')\n",
    "检索"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "752e07e4",
   "metadata": {},
   "source": [
    "# 页面内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "5828337d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"top_ads\":[],\"auction_ads\":[],\"market_ads\":[],\"engine_search_result\":[{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"131349038\",\"coid\":\"5937381\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131349038.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"前端开发工程师\",\"job_title\":\"前端开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5937381.html\",\"company_name\":\"海口人银融金科技有限公司\",\"providesalary_text\":\"1-1.5万\\\\/月\",\"workarea\":\"030204\",\"workarea_text\":\"广州-天河区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"国企\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-23 04:00:47\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 弹性工作 周末双休 带薪年假\",\"jobwelf_list\":[\"五险一金\",\"弹性工作\",\"周末双休\",\"带薪年假\"],\"attribute_text\":[\"广州-天河区\",\"3-4年经验\",\"本科\",\"招2人\"],\"companysize_text\":\"少于50人\",\"companyind_text\":\"计算机软件\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"128443601\",\"coid\":\"1609778\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/128443601.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"前端开发工程师\",\"job_title\":\"前端开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1609778.html\",\"company_name\":\"保利地产投资顾问有限公司\",\"providesalary_text\":\"2-2.5万\\\\/月\",\"workarea\":\"030200\",\"workarea_text\":\"广州\",\"updatedate\":\"05-21\",\"iscommunicate\":\"\",\"companytype_text\":\"国企\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-21 14:52:50\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 餐饮补贴 绩效奖金 年终双薪 带薪年假 节日福利 定期体检 交通补贴\",\"jobwelf_list\":[\"五险一金\",\"餐饮补贴\",\"绩效奖金\",\"年终双薪\",\"带薪年假\",\"节日福利\",\"定期体检\",\"交通补贴\"],\"attribute_text\":[\"广州\",\"3-4年经验\",\"本科\",\"招若干人\"],\"companysize_text\":\"5000-10000人\",\"companyind_text\":\"房地产\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"120313244\",\"coid\":\"5521453\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/120313244.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"前端开发工程师\",\"job_title\":\"前端开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5521453.html\",\"company_name\":\"中国联合网络通信有限公司广东省分公司\",\"providesalary_text\":\"1.3-2.3万\\\\/月\",\"workarea\":\"030204\",\"workarea_text\":\"广州-天河区\",\"updatedate\":\"05-21\",\"iscommunicate\":\"\",\"companytype_text\":\"国企\",\"degreefrom\":\"6\",\"workyear\":\"4\",\"issuedate\":\"2021-05-21 11:32:07\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 补充医疗保险 重疾保险 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检\",\"jobwelf_list\":[\"五险一金\",\"补充医疗保险\",\"重疾保险\",\"交通补贴\",\"餐饮补贴\",\"通讯补贴\",\"专业培训\",\"绩效奖金\",\"年终奖金\",\"定期体检\"],\"attribute_text\":[\"广州-天河区\",\"2年经验\",\"本科\",\"招若干人\"],\"companysize_text\":\"1000-5000人\",\"companyind_text\":\"通信\\\\/电信\\\\/网络设备\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"130597855\",\"coid\":\"3547178\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/130597855.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"前端开发工程师\",\"job_title\":\"前端开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3547178.html\",\"company_name\":\"中国外运华南有限公司\",\"providesalary_text\":\"0.8-1.1万\\\\/月\",\"workarea\":\"030206\",\"workarea_text\":\"广州-黄埔区\",\"updatedate\":\"05-21\",\"iscommunicate\":\"\",\"companytype_text\":\"国企\",\"degreefrom\":\"6\",\"workyear\":\"3\",\"issuedate\":\"2021-05-21 08:40:12\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"带薪年假 五险一金 绩效奖金 节日福利 周末双休 专业培训\",\"jobwelf_list\":[\"带薪年假\",\"五险一金\",\"绩效奖金\",\"节日福利\",\"周末双休\",\"专业培训\"],\"attribute_text\":[\"广州-黄埔区\",\"1年经验\",\"本科\",\"招10人\"],\"companysize_text\":\"10000人以上\",\"companyind_text\":\"交通\\\\/运输\\\\/物流\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"126026893\",\"coid\":\"656743\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/126026893.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"前端开发工程师（小程序开发方向）\",\"job_title\":\"前端开发工程师（小程序开发方向）\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co656743.html\",\"company_name\":\"广发银行股份有限公司信用卡中心\",\"providesalary_text\":\"15-25万\\\\/年\",\"workarea\":\"030200\",\"workarea_text\":\"广州\",\"updatedate\":\"05-21\",\"iscommunicate\":\"\",\"companytype_text\":\"国企\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-21 04:00:55\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 餐饮补贴 年终奖金 定期体检\",\"jobwelf_list\":[\"五险一金\",\"餐饮补贴\",\"年终奖金\",\"定期体检\"],\"attribute_text\":[\"广州\",\"3-4年经验\",\"本科\",\"招1人\"],\"companysize_text\":\"10000人以上\",\"companyind_text\":\"银行\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"129454409\",\"coid\":\"5495397\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129454409.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"中级前端开发工程师\",\"job_title\":\"中级前端开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5495397.html\",\"company_name\":\"中电金信软件有限公司\",\"providesalary_text\":\"1-1.5万\\\\/月\",\"workarea\":\"030204\",\"workarea_text\":\"广州-天河区\",\"updatedate\":\"04-01\",\"iscommunicate\":\"\",\"companytype_text\":\"国企\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-04-01 08:00:01\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"\",\"jobwelf_list\":[\"\"],\"attribute_text\":[\"广州-天河区\",\"3-4年经验\",\"本科\",\"招1人\"],\"companysize_text\":\"10000人以上\",\"companyind_text\":\"计算机软件\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"129357056\",\"coid\":\"1134094\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/129357056.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"前端开发工程师\",\"job_title\":\"前端开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1134094.html\",\"company_name\":\"天讯瑞达通信技术有限公司\",\"providesalary_text\":\"0.9-1.3万\\\\/月\",\"workarea\":\"030200\",\"workarea_text\":\"广州\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"国企\",\"degreefrom\":\"6\",\"workyear\":\"4\",\"issuedate\":\"2021-05-23 09:04:30\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 绩效奖金 年终奖金 节假日福利 周末双休\",\"jobwelf_list\":[\"五险一金\",\"绩效奖金\",\"年终奖金\",\"节假日福利\",\"周末双休\"],\"attribute_text\":[\"广州\",\"2年经验\",\"本科\",\"招若干人\"],\"companysize_text\":\"500-1000人\",\"companyind_text\":\"计算机软件\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"132015469\",\"coid\":\"1101433\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132015469.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"全栈开发工程师\",\"job_title\":\"全栈开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1101433.html\",\"company_name\":\"广东亿迅科技有限公司\",\"providesalary_text\":\"15-20万\\\\/年\",\"workarea\":\"030203\",\"workarea_text\":\"广州-海珠区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"国企\",\"degreefrom\":\"6\",\"workyear\":\"4\",\"issuedate\":\"2021-05-23 09:00:01\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"\",\"jobwelf_list\":[\"\"],\"attribute_text\":[\"广州-海珠区\",\"2年经验\",\"本科\",\"招1人\"],\"companysize_text\":\"1000-5000人\",\"companyind_text\":\"计算机软件\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"131077470\",\"coid\":\"2002201\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131077470.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"高级WEB前端开发工程师\",\"job_title\":\"高级WEB前端开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2002201.html\",\"company_name\":\"广州电子口岸管理有限公司\",\"providesalary_text\":\"0.8-1.3万\\\\/月\",\"workarea\":\"030206\",\"workarea_text\":\"广州-黄埔区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"国企\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-23 04:00:47\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 补充医疗保险 交通补贴 餐饮补贴 通讯补贴 绩效奖金 年终奖金 定期体检 周末双休 带薪年假\",\"jobwelf_list\":[\"五险一金\",\"补充医疗保险\",\"交通补贴\",\"餐饮补贴\",\"通讯补贴\",\"绩效奖金\",\"年终奖金\",\"定期体检\",\"周末双休\",\"带薪年假\"],\"attribute_text\":[\"广州-黄埔区\",\"3-4年经验\",\"本科\",\"招若干人\"],\"companysize_text\":\"50-150人\",\"companyind_text\":\"计算机软件\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"132000249\",\"coid\":\"3780196\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132000249.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"Web GIS开发工程师\",\"job_title\":\"Web GIS开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3780196.html\",\"company_name\":\"广东华南水电高新技术开发有限公司\",\"providesalary_text\":\"1-1.5万\\\\/月\",\"workarea\":\"030204\",\"workarea_text\":\"广州-天河区\",\"updatedate\":\"05-22\",\"iscommunicate\":\"\",\"companytype_text\":\"国企\",\"degreefrom\":\"6\",\"workyear\":\"3\",\"issuedate\":\"2021-05-22 16:00:01\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 定期体检 包吃包住 出差补贴\",\"jobwelf_list\":[\"五险一金\",\"定期体检\",\"包吃包住\",\"出差补贴\"],\"attribute_text\":[\"广州-天河区\",\"1年经验\",\"本科\",\"招1人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"电气\\\\/电力\\\\/水利\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"131853565\",\"coid\":\"6544059\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/foshan-nhq\\\\/131853565.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"Web前端开发工程师\",\"job_title\":\"Web前端开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coBGRRMFYxVW8CZ1E3UT0.html\",\"company_name\":\"广州广电运通金融电子股份有限公司\",\"providesalary_text\":\"1-1.5万\\\\/月\",\"workarea\":\"030603\",\"workarea_text\":\"异地招聘\",\"updatedate\":\"05-22\",\"iscommunicate\":\"\",\"companytype_text\":\"国企\",\"degreefrom\":\"6\",\"workyear\":\"4\",\"issuedate\":\"2021-05-22 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      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r = session.get(检索)\n",
    "__SEARCH_RESULT__ = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "__SEARCH_RESULT__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "21773492",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'top_ads': [],\n",
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       " 'market_ads': [],\n",
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       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 五险一金 绩效奖金 节日福利 周末双休 专业培训',\n",
       "   'jobwelf_list': ['带薪年假', '五险一金', '绩效奖金', '节日福利', '周末双休', '专业培训'],\n",
       "   'attribute_text': ['广州-黄埔区', '1年经验', '本科', '招10人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '交通\\\\/运输\\\\/物流',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126026893',\n",
       "   'coid': '656743',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/126026893.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师（小程序开发方向）',\n",
       "   'job_title': '前端开发工程师（小程序开发方向）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co656743.html',\n",
       "   'company_name': '广发银行股份有限公司信用卡中心',\n",
       "   'providesalary_text': '15-25万\\\\/年',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 04:00:55',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '银行',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129454409',\n",
       "   'coid': '5495397',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129454409.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '中级前端开发工程师',\n",
       "   'job_title': '中级前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5495397.html',\n",
       "   'company_name': '中电金信软件有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '04-01',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-04-01 08:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129357056',\n",
       "   'coid': '1134094',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/129357056.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1134094.html',\n",
       "   'company_name': '天讯瑞达通信技术有限公司',\n",
       "   'providesalary_text': '0.9-1.3万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 09:04:30',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终奖金 节假日福利 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '年终奖金', '节假日福利', '周末双休'],\n",
       "   'attribute_text': ['广州', '2年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132015469',\n",
       "   'coid': '1101433',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132015469.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '全栈开发工程师',\n",
       "   'job_title': '全栈开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1101433.html',\n",
       "   'company_name': '广东亿迅科技有限公司',\n",
       "   'providesalary_text': '15-20万\\\\/年',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 09:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-海珠区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131077470',\n",
       "   'coid': '2002201',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131077470.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级WEB前端开发工程师',\n",
       "   'job_title': '高级WEB前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2002201.html',\n",
       "   'company_name': '广州电子口岸管理有限公司',\n",
       "   'providesalary_text': '0.8-1.3万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 交通补贴 餐饮补贴 通讯补贴 绩效奖金 年终奖金 定期体检 周末双休 带薪年假',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '周末双休',\n",
       "    '带薪年假'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132000249',\n",
       "   'coid': '3780196',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132000249.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web GIS开发工程师',\n",
       "   'job_title': 'Web GIS开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3780196.html',\n",
       "   'company_name': '广东华南水电高新技术开发有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-22 16:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 定期体检 包吃包住 出差补贴',\n",
       "   'jobwelf_list': ['五险一金', '定期体检', '包吃包住', '出差补贴'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '电气\\\\/电力\\\\/水利',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131853565',\n",
       "   'coid': '6544059',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan-nhq\\\\/131853565.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师',\n",
       "   'job_title': 'Web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coBGRRMFYxVW8CZ1E3UT0.html',\n",
       "   'company_name': '广州广电运通金融电子股份有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030603',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-22 14:16:57',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['异地招聘', '2年经验', '本科', '招8人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131051596',\n",
       "   'coid': '5781449',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131051596.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5781449.html',\n",
       "   'company_name': '广东南方财经全媒体集团股份有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终奖金 定期体检 补充医疗保险',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '年终奖金', '定期体检', '补充医疗保险'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '影视\\\\/媒体\\\\/艺术\\\\/文化传播',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '98828001',\n",
       "   'coid': '2195485',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/98828001.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师',\n",
       "   'job_title': 'Web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2195485.html',\n",
       "   'company_name': '航天精一（广东）信息科技有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 17:40:06',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '补充医疗保险 五险一金 定期体检 员工旅游 专业培训 餐饮补贴 补充公积金 交通补贴 绩效奖金 年终奖金',\n",
       "   'jobwelf_list': ['补充医疗保险',\n",
       "    '五险一金',\n",
       "    '定期体检',\n",
       "    '员工旅游',\n",
       "    '专业培训',\n",
       "    '餐饮补贴',\n",
       "    '补充公积金',\n",
       "    '交通补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['communicate'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129472720',\n",
       "   'coid': '4323257',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/129472720.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级web前端工程师',\n",
       "   'job_title': '高级web前端工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4323257.html',\n",
       "   'company_name': '广东珠江智联信息科技股份有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '1',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-21 14:56:04',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 餐饮补贴 年底双薪 带薪年假 补充医疗保险 节日福利 每年多次调薪 住房补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '绩效奖金',\n",
       "    '餐饮补贴',\n",
       "    '年底双薪',\n",
       "    '带薪年假',\n",
       "    '补充医疗保险',\n",
       "    '节日福利',\n",
       "    '每年多次调薪',\n",
       "    '住房补贴'],\n",
       "   'attribute_text': ['广州-海珠区', '5-7年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131775240',\n",
       "   'coid': '5696700',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hdq\\\\/131775240.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级前端开发工程师',\n",
       "   'job_title': '高级前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5696700.html',\n",
       "   'company_name': '联友出行科技服务有限公司',\n",
       "   'providesalary_text': '1.1-2万\\\\/月',\n",
       "   'workarea': '030208',\n",
       "   'workarea_text': '广州-花都区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 13:23:35',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 年终奖金 绩效奖金 专业培训 定期体检 领导超级nice 周末双休',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '餐饮补贴',\n",
       "    '年终奖金',\n",
       "    '绩效奖金',\n",
       "    '专业培训',\n",
       "    '定期体检',\n",
       "    '领导超级nice',\n",
       "    '周末双休'],\n",
       "   'attribute_text': ['广州-花都区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131002947',\n",
       "   'coid': '174224',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131002947.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co174224.html',\n",
       "   'company_name': '招商华软信息有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 11:58:37',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 员工旅游 定期体检 餐饮补贴 弹性工作 绩效奖金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '员工旅游',\n",
       "    '定期体检',\n",
       "    '餐饮补贴',\n",
       "    '弹性工作',\n",
       "    '绩效奖金',\n",
       "    '年终奖金'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126986965',\n",
       "   'coid': '3865095',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/126986965.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师',\n",
       "   'job_title': 'Web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3865095.html',\n",
       "   'company_name': '广东省国际工程咨询有限公司',\n",
       "   'providesalary_text': '15-25万\\\\/年',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 11:32:10',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 交通补贴 餐饮补贴 通讯补贴 专业培训 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '交通补贴', '餐饮补贴', '通讯补贴', '专业培训', '定期体检'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '专业服务(咨询、人力资源、财会)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '124326668',\n",
       "   'coid': '2603075',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/124326668.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端工程师',\n",
       "   'job_title': '前端工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2603075.html',\n",
       "   'company_name': '广州思创科技股份有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 11:25:34',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '定期体检 周末双休 带薪年假 高温补贴 节日福利 员工旅游 餐饮补贴 通讯补贴 绩效奖金 八险一金',\n",
       "   'jobwelf_list': ['定期体检',\n",
       "    '周末双休',\n",
       "    '带薪年假',\n",
       "    '高温补贴',\n",
       "    '节日福利',\n",
       "    '员工旅游',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '绩效奖金',\n",
       "    '八险一金'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127971196',\n",
       "   'coid': '2060749',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/127971196.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2060749.html',\n",
       "   'company_name': '广州广电银通金融电子科技有限公司',\n",
       "   'providesalary_text': '0.8-1.3万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-21 10:54:50',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 绩效奖金 专业培训 高温补贴 六险一金 定期体检',\n",
       "   'jobwelf_list': ['带薪年假', '绩效奖金', '专业培训', '高温补贴', '六险一金', '定期体检'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招2人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130259610',\n",
       "   'coid': '1314587',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/maoming\\\\/130259610.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师（政府项目  茂名',\n",
       "   'job_title': 'Web前端开发工程师（政府项目  茂名',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1314587.html',\n",
       "   'company_name': '深圳市广电信义科技有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '032300',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 10:51:35',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 年终奖金 专业培训 定期体检 通讯补贴 餐饮补贴 交通补贴 节日福利 高温补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '年终奖金',\n",
       "    '专业培训',\n",
       "    '定期体检',\n",
       "    '通讯补贴',\n",
       "    '餐饮补贴',\n",
       "    '交通补贴',\n",
       "    '节日福利',\n",
       "    '高温补贴'],\n",
       "   'attribute_text': ['异地招聘', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129315592',\n",
       "   'coid': '2036395',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/129315592.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端工程师-广州',\n",
       "   'job_title': 'Web前端工程师-广州',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2036395.html',\n",
       "   'company_name': '广州市奥威亚电子科技有限公司',\n",
       "   'providesalary_text': '1-1.6万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 10:37:30',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 节日福利 周末双休 14薪 交通补助 包吃 通讯补助',\n",
       "   'jobwelf_list': ['五险一金', '节日福利', '周末双休', '14薪', '交通补助', '包吃', '通讯补助'],\n",
       "   'attribute_text': ['广州-黄埔区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '123830051',\n",
       "   'coid': '5768400',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/123830051.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师（VUE）',\n",
       "   'job_title': '前端开发工程师（VUE）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5768400.html',\n",
       "   'company_name': '广东航天七零六信息科技有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 09:37:26',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '2年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机硬件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131149991',\n",
       "   'coid': '3574191',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131149991.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3574191.html',\n",
       "   'company_name': '广东联通通信建设有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 09:33:23',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 通讯补贴 餐饮补贴 定期体检 绩效奖金 年终奖金 交通补贴 专业培训',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '通讯补贴',\n",
       "    '餐饮补贴',\n",
       "    '定期体检',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '交通补贴',\n",
       "    '专业培训'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130072197',\n",
       "   'coid': '3990747',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/130072197.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3990747.html',\n",
       "   'company_name': '广东触电传媒科技有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 09:33:08',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 弹性工作 年终奖金 专业培训 餐饮补贴 互联网大牛 发展前景优 福利齐全',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '弹性工作',\n",
       "    '年终奖金',\n",
       "    '专业培训',\n",
       "    '餐饮补贴',\n",
       "    '互联网大牛',\n",
       "    '发展前景优',\n",
       "    '福利齐全'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131390603',\n",
       "   'coid': '2214795',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131390603.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2214795.html',\n",
       "   'company_name': '广州中大中鸣科技有限公司',\n",
       "   'providesalary_text': '200元\\\\/天',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-21 09:32:27',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '餐饮补贴',\n",
       "   'jobwelf_list': ['餐饮补贴'],\n",
       "   'attribute_text': ['广州-海珠区', '1年经验', '本科', '招3人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130664960',\n",
       "   'coid': '5191340',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/130664960.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'HTML5开发工程师（国企）',\n",
       "   'job_title': 'HTML5开发工程师（国企）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5191340.html',\n",
       "   'company_name': '广东胜通和科技服务有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 08:59:39',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '定期体检 五险一金',\n",
       "   'jobwelf_list': ['定期体检', '五险一金'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131536701',\n",
       "   'coid': '2724844',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-zcq\\\\/131536701.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师(本科\\\\/硕士)',\n",
       "   'job_title': 'Java开发工程师(本科\\\\/硕士)',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2724844.html',\n",
       "   'company_name': '广州赛宝计量检测中心服务有限公司',\n",
       "   'providesalary_text': '0.5-1.5万\\\\/月',\n",
       "   'workarea': '030211',\n",
       "   'workarea_text': '广州-增城区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 08:48:11',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 年终奖金 定期体检 绩效奖金 专业培训 节日福利 周末双休',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '餐饮补贴',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '绩效奖金',\n",
       "    '专业培训',\n",
       "    '节日福利',\n",
       "    '周末双休'],\n",
       "   'attribute_text': ['广州-增城区', '2年经验', '本科', '招2人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '检测，认证',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128733767',\n",
       "   'coid': '3751375',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128733767.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3751375.html',\n",
       "   'company_name': '广东广信通信服务有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 08:25:56',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 专业培训 定期体检 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '专业培训', '定期体检', '年终奖金'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '通信\\\\/电信运营、增值服务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129885071',\n",
       "   'coid': '5706829',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/129885071.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端工程师',\n",
       "   'job_title': '前端工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5706829.html',\n",
       "   'company_name': '中国广州国际经济技术合作有限公司工程分公司',\n",
       "   'providesalary_text': '0.9-1.2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 08:00:29',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '建筑\\\\/建材\\\\/工程',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '106752763',\n",
       "   'coid': '3570713',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hdq\\\\/106752763.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师',\n",
       "   'job_title': 'Web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3570713.html',\n",
       "   'company_name': '东风日产数据服务有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030208',\n",
       "   'workarea_text': '广州-花都区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 04:00:55',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 周末双休 节日福利 带薪年假 专业培训 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '周末双休', '节日福利', '带薪年假', '专业培训', '绩效奖金'],\n",
       "   'attribute_text': ['广州-花都区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131679510',\n",
       "   'coid': '6169579',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131679510.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6169579.html',\n",
       "   'company_name': '广州市智慧城市投资运营有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 11:16:05',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130221343',\n",
       "   'coid': '1185143',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130221343.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '384159-前端开发工程师',\n",
       "   'job_title': '384159-前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1185143.html',\n",
       "   'company_name': '深圳市电子商务安全证书管理有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 09:27:21',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 高温补贴 定期体检 带薪年假 节日福利',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '高温补贴', '定期体检', '带薪年假', '节日福利'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '116863035',\n",
       "   'coid': '2514189',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/zhuhai\\\\/116863035.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端工程师',\n",
       "   'job_title': 'Web前端工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2514189.html',\n",
       "   'company_name': '珠海许继电气有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030500',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 08:34:41',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 节日福利 专业培训 补充医疗保险 定期体检 年终奖金 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '节日福利', '专业培训', '补充医疗保险', '定期体检', '年终奖金', '周末双休'],\n",
       "   'attribute_text': ['异地招聘', '2年经验', '本科', '招2人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '电气\\\\/电力\\\\/水利',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '123825315',\n",
       "   'coid': '2401345',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/123825315.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师',\n",
       "   'job_title': 'Web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2401345.html',\n",
       "   'company_name': '广东省电信规划设计院有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-19 14:54:21',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '2年经验', '本科', '招2人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131601285',\n",
       "   'coid': '1377992',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/131601285.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师(002865)',\n",
       "   'job_title': '前端开发工程师(002865)',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1377992.html',\n",
       "   'company_name': '北京辰安科技股份有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-19 10:04:59',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '绩效奖金', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['广州', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '122973154',\n",
       "   'coid': '5576911',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/122973154.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5576911.html',\n",
       "   'company_name': '广东广信通信服务有限公司',\n",
       "   'providesalary_text': '0.5-1.5万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-19 09:27:18',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-海珠区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128347626',\n",
       "   'coid': '2411',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128347626.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师—电子商务部',\n",
       "   'job_title': '前端开发工程师—电子商务部',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2411.html',\n",
       "   'company_name': '中数通信息有限公司',\n",
       "   'providesalary_text': '0.8-1.1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-19 09:01:08',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 餐饮补贴 通讯补贴 定期体检 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '餐饮补贴', '通讯补贴', '定期体检', '年终奖金'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '114967477',\n",
       "   'coid': '3964952',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/114967477.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java前端开发工程师',\n",
       "   'job_title': 'Java前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3964952.html',\n",
       "   'company_name': '广州海格通信集团股份有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-19 08:46:59',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 餐饮补贴 专业培训 绩效奖金 年终奖金 定期体检 员工旅游 免费班车 交通补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '餐饮补贴',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '员工旅游',\n",
       "    '免费班车',\n",
       "    '交通补贴'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130451224',\n",
       "   'coid': '4216927',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/130451224.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级前端开发工程师',\n",
       "   'job_title': '高级前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4216927.html',\n",
       "   'company_name': '广州九顶软件股份有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-19 08:34:56',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 员工旅游 绩效奖金 定期体检 年终奖金 年度竞聘 晋升透明 能力为先 周末双休',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '员工旅游',\n",
       "    '绩效奖金',\n",
       "    '定期体检',\n",
       "    '年终奖金',\n",
       "    '年度竞聘',\n",
       "    '晋升透明',\n",
       "    '能力为先',\n",
       "    '周末双休'],\n",
       "   'attribute_text': ['广州', '5-7年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130142069',\n",
       "   'coid': '2224518',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/130142069.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2224518.html',\n",
       "   'company_name': '广东省城乡规划设计研究院有限责任公司',\n",
       "   'providesalary_text': '0.8-1.3万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-18 17:28:02',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '年终奖金 补充医疗保险 定期体检 专业培训 五险一金 员工食堂 企业年金 节日福利 工会福利',\n",
       "   'jobwelf_list': ['年终奖金',\n",
       "    '补充医疗保险',\n",
       "    '定期体检',\n",
       "    '专业培训',\n",
       "    '五险一金',\n",
       "    '员工食堂',\n",
       "    '企业年金',\n",
       "    '节日福利',\n",
       "    '工会福利'],\n",
       "   'attribute_text': ['广州-海珠区', '1年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '学术\\\\/科研',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '123047529',\n",
       "   'coid': '3230936',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-lwq\\\\/123047529.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级前端开发工程师',\n",
       "   'job_title': '高级前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3230936.html',\n",
       "   'company_name': '中华商务贸易公司',\n",
       "   'providesalary_text': '1.2-2万\\\\/月',\n",
       "   'workarea': '030202',\n",
       "   'workarea_text': '广州-荔湾区',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-17 17:56:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '年终奖金 绩效奖金 交通补贴 餐饮补贴 五险一金 带薪年假 节日福利 员工旅游',\n",
       "   'jobwelf_list': ['年终奖金',\n",
       "    '绩效奖金',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '五险一金',\n",
       "    '带薪年假',\n",
       "    '节日福利',\n",
       "    '员工旅游'],\n",
       "   'attribute_text': ['广州-荔湾区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '贸易\\\\/进出口',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129830905',\n",
       "   'coid': '6279133',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/129830905.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6279133.html',\n",
       "   'company_name': '广东云舜综合能源科技有限公司',\n",
       "   'providesalary_text': '7-9千\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-17 15:20:04',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 五险一金 绩效奖金 年终奖金 交通补贴 餐饮补贴 通讯补贴 专业培训 员工旅游 定期体检',\n",
       "   'jobwelf_list': ['周末双休',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '员工旅游',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['广州-越秀区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '电气\\\\/电力\\\\/水利',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128498025',\n",
       "   'coid': '2520360',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/128498025.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2520360.html',\n",
       "   'company_name': '广州纳斯威尔信息技术有限公司',\n",
       "   'providesalary_text': '1.2-2万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-17 10:05:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 交通补贴 餐饮补贴 通讯补贴 定期体检 周末双休 节日福利',\n",
       "   'jobwelf_list': ['五险一金', '交通补贴', '餐饮补贴', '通讯补贴', '定期体检', '周末双休', '节日福利'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '95931212',\n",
       "   'coid': '301824',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/95931212.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级web前端开发工程师',\n",
       "   'job_title': '高级web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co301824.html',\n",
       "   'company_name': '广州汇智通信技术有限公司',\n",
       "   'providesalary_text': '15-20万\\\\/年',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-17 08:54:29',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 补充公积金 专业培训 通讯补贴 餐饮补贴 交通补贴 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '补充公积金',\n",
       "    '专业培训',\n",
       "    '通讯补贴',\n",
       "    '餐饮补贴',\n",
       "    '交通补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126262250',\n",
       "   'coid': '5323104',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/126262250.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端中级开发工程师',\n",
       "   'job_title': '前端中级开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5323104.html',\n",
       "   'company_name': '运易通科技有限公司',\n",
       "   'providesalary_text': '1.2-1.8万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-14',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-14 09:54:20',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 周末双休 国有企业 五险一金 绩效奖金 提供三餐',\n",
       "   'jobwelf_list': ['弹性工作', '周末双休', '国有企业', '五险一金', '绩效奖金', '提供三餐'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131701999',\n",
       "   'coid': '2711364',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/131701999.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端工程师',\n",
       "   'job_title': '前端工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2711364.html',\n",
       "   'company_name': '广东教育出版社有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-13',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-13 18:09:13',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 专业培训 带薪年假 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '专业培训', '带薪年假', '定期体检'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '文字媒体\\\\/出版',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '121681236',\n",
       "   'coid': '2791795',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/121681236.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2791795.html',\n",
       "   'company_name': '杭州东方通信软件技术有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-12',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-12 17:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '绩效奖金 五险一金 定期体检',\n",
       "   'jobwelf_list': ['绩效奖金', '五险一金', '定期体检'],\n",
       "   'attribute_text': ['广州', '1年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125354574',\n",
       "   'coid': '191261',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/125354574.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端工程师',\n",
       "   'job_title': '前端工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co191261.html',\n",
       "   'company_name': '广东中设智控科技股份有限公司',\n",
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       "   'workarea_text': '广州-黄埔区',\n",
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       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-12 10:02:17',\n",
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       "   'jobwelf': '五险一金 绩效奖金 员工旅游 专业培训 定期体检',\n",
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       "   'attribute_text': ['广州-黄埔区', '5-7年经验', '本科', '招2人'],\n",
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       "   'company_name': '广州建设工程质量安全检测中心有限公司',\n",
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       "   'jobwelf': '五险一金 补充医疗保险 餐饮补贴 通讯补贴 绩效奖金 年终奖金 定期体检',\n",
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       "   'attribute_text': ['广州', '3-4年经验', '本科', '招2人'],\n",
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       "    'click': '15\\x1a1\\x1a1621772477940\\x1a\\x1a354cedfe5a737944d79b479289445ec5\\x1a61.242.54.235\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a开发工程师'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,7200,00,9,99,%25E8%25BD%25AF%25E4%25BB%25B6%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
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       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,7200,00,9,99,%25E9%2594%2580%25E5%2594%25AE%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
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       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,7200,00,9,99,%25E8%25AE%25BE%25E8%25AE%25A1%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '设计工程师',\n",
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       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,7200,00,9,99,%25E6%2594%25AF%25E6%258C%2581%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '支持工程师',\n",
       "    'click': '15\\x1a1\\x1a1621772477940\\x1a\\x1a354cedfe5a737944d79b479289445ec5\\x1a61.242.54.235\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a支持工程师'},\n",
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       "    'click': '15\\x1a1\\x1a1621772477941\\x1a\\x1a354cedfe5a737944d79b479289445ec5\\x1a61.242.54.235\\x1a1\\x1a工程师\\x1a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\x1a硬件工程师'},\n",
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       "   'txt': '面试中的说话之道',\n",
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       "   'isdefault': '0'},\n",
       "  {'url': 'https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
       "   'txt': '一次完美简历升级，成为offer收割机',\n",
       "   'vtxt': '高薪求职第一步',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'}],\n",
       " 'seo_title': '【广州,工程师,前端开发招聘，求职】-前程无忧',\n",
       " 'seo_description': '前程无忧为您提供广州,工程师,前端开发招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。',\n",
       " 'seo_keywords': '找工作,求职,人才,招聘'}"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = eval(__SEARCH_RESULT__)\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "790807d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "list_df = []\n",
    "for i in (url_group):\n",
    "    r = session.get(i)\n",
    "    __SEARCH_RESULT__ = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "    results = eval(__SEARCH_RESULT__)\n",
    "    df = pd.DataFrame(results['engine_search_result'])[['job_name','companyind_text','providesalary_text','workyear','jobwelf_list','attribute_text','issuedate','job_href']]\n",
    "    list_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "69a7377b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>job_name</th>\n",
       "      <th>companyind_text</th>\n",
       "      <th>providesalary_text</th>\n",
       "      <th>workyear</th>\n",
       "      <th>jobwelf_list</th>\n",
       "      <th>attribute_text</th>\n",
       "      <th>issuedate</th>\n",
       "      <th>job_href</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>[五险一金, 弹性工作, 周末双休, 带薪年假]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>2021-05-23 04:00:47</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13134...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>房地产</td>\n",
       "      <td>2-2.5万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>[五险一金, 餐饮补贴, 绩效奖金, 年终双薪, 带薪年假, 节日福利, 定期体检, 交通补贴]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>2021-05-21 14:52:50</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/128443601...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>通信\\/电信\\/网络设备</td>\n",
       "      <td>1.3-2.3万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>[五险一金, 补充医疗保险, 重疾保险, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩...</td>\n",
       "      <td>[广州-天河区, 2年经验, 本科, 招若干人]</td>\n",
       "      <td>2021-05-21 11:32:07</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12031...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>交通\\/运输\\/物流</td>\n",
       "      <td>0.8-1.1万\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>[带薪年假, 五险一金, 绩效奖金, 节日福利, 周末双休, 专业培训]</td>\n",
       "      <td>[广州-黄埔区, 1年经验, 本科, 招10人]</td>\n",
       "      <td>2021-05-21 08:40:12</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13059...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>前端开发工程师（小程序开发方向）</td>\n",
       "      <td>银行</td>\n",
       "      <td>15-25万\\/年</td>\n",
       "      <td>5</td>\n",
       "      <td>[五险一金, 餐饮补贴, 年终奖金, 定期体检]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>2021-05-21 04:00:55</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/126026893...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>14</td>\n",
       "      <td>GIS研发经理</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>20-30万\\/年</td>\n",
       "      <td>5</td>\n",
       "      <td>[五险一金, 补充医疗保险, 补充公积金, 员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, ...</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>2021-05-21 17:40:06</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/125736301...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>15</td>\n",
       "      <td>Web前端开发工程师（实习生-国企-双休）</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>3-3.5千\\/月</td>\n",
       "      <td>1</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-海珠区, 在校生\\/应届生, 本科, 招1人]</td>\n",
       "      <td>2021-05-21 14:56:05</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13093...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>16</td>\n",
       "      <td>前端开发工程师（实习可转正）</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>1</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-黄埔区, 在校生\\/应届生, 本科, 招1人]</td>\n",
       "      <td>2021-04-02 04:00:55</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12683...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>17</td>\n",
       "      <td>前端实习生</td>\n",
       "      <td>建筑\\/建材\\/工程</td>\n",
       "      <td>3-4.5千\\/月</td>\n",
       "      <td>1</td>\n",
       "      <td>[五险一金]</td>\n",
       "      <td>[广州-天河区, 在校生\\/应届生, 本科, 招2人]</td>\n",
       "      <td>2021-05-19 16:58:36</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13117...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>18</td>\n",
       "      <td>前端开发（亿迅校招，广州）</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>[五险一金, 餐饮补贴, 补充医疗保险, 通讯补贴, 定期体检]</td>\n",
       "      <td>[广州-海珠区, 在校生\\/应届生, 本科, 招2人]</td>\n",
       "      <td>2021-04-26 04:00:47</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12587...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>119 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index               job_name companyind_text providesalary_text workyear  \\\n",
       "0        0                前端开发工程师           计算机软件          1-1.5万\\/月        5   \n",
       "1        1                前端开发工程师             房地产          2-2.5万\\/月        5   \n",
       "2        2                前端开发工程师    通信\\/电信\\/网络设备        1.3-2.3万\\/月        4   \n",
       "3        3                前端开发工程师      交通\\/运输\\/物流        0.8-1.1万\\/月        3   \n",
       "4        4       前端开发工程师（小程序开发方向）              银行          15-25万\\/年        5   \n",
       "..     ...                    ...             ...                ...      ...   \n",
       "114     14                GIS研发经理           计算机软件          20-30万\\/年        5   \n",
       "115     15  Web前端开发工程师（实习生-国企-双休）           计算机软件          3-3.5千\\/月        1   \n",
       "116     16         前端开发工程师（实习可转正）           计算机软件            6-8千\\/月        1   \n",
       "117     17                  前端实习生      建筑\\/建材\\/工程          3-4.5千\\/月        1   \n",
       "118     18          前端开发（亿迅校招，广州）           计算机软件                           1   \n",
       "\n",
       "                                          jobwelf_list  \\\n",
       "0                             [五险一金, 弹性工作, 周末双休, 带薪年假]   \n",
       "1     [五险一金, 餐饮补贴, 绩效奖金, 年终双薪, 带薪年假, 节日福利, 定期体检, 交通补贴]   \n",
       "2    [五险一金, 补充医疗保险, 重疾保险, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩...   \n",
       "3                 [带薪年假, 五险一金, 绩效奖金, 节日福利, 周末双休, 专业培训]   \n",
       "4                             [五险一金, 餐饮补贴, 年终奖金, 定期体检]   \n",
       "..                                                 ...   \n",
       "114  [五险一金, 补充医疗保险, 补充公积金, 员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, ...   \n",
       "115                                                 []   \n",
       "116                                                 []   \n",
       "117                                             [五险一金]   \n",
       "118                   [五险一金, 餐饮补贴, 补充医疗保险, 通讯补贴, 定期体检]   \n",
       "\n",
       "                  attribute_text            issuedate  \\\n",
       "0      [广州-天河区, 3-4年经验, 本科, 招2人]  2021-05-23 04:00:47   \n",
       "1         [广州, 3-4年经验, 本科, 招若干人]  2021-05-21 14:52:50   \n",
       "2       [广州-天河区, 2年经验, 本科, 招若干人]  2021-05-21 11:32:07   \n",
       "3       [广州-黄埔区, 1年经验, 本科, 招10人]  2021-05-21 08:40:12   \n",
       "4          [广州, 3-4年经验, 本科, 招1人]  2021-05-21 04:00:55   \n",
       "..                           ...                  ...   \n",
       "114        [广州, 3-4年经验, 本科, 招1人]  2021-05-21 17:40:06   \n",
       "115  [广州-海珠区, 在校生\\/应届生, 本科, 招1人]  2021-05-21 14:56:05   \n",
       "116  [广州-黄埔区, 在校生\\/应届生, 本科, 招1人]  2021-04-02 04:00:55   \n",
       "117  [广州-天河区, 在校生\\/应届生, 本科, 招2人]  2021-05-19 16:58:36   \n",
       "118  [广州-海珠区, 在校生\\/应届生, 本科, 招2人]  2021-04-26 04:00:47   \n",
       "\n",
       "                                              job_href  \n",
       "0    https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13134...  \n",
       "1    https:\\/\\/jobs.51job.com\\/guangzhou\\/128443601...  \n",
       "2    https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12031...  \n",
       "3    https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13059...  \n",
       "4    https:\\/\\/jobs.51job.com\\/guangzhou\\/126026893...  \n",
       "..                                                 ...  \n",
       "114  https:\\/\\/jobs.51job.com\\/guangzhou\\/125736301...  \n",
       "115  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13093...  \n",
       "116  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12683...  \n",
       "117  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13117...  \n",
       "118  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12587...  \n",
       "\n",
       "[119 rows x 9 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_all = pd.concat(list_df).reset_index()\n",
    "display(df_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "4b77ae43",
   "metadata": {},
   "outputs": [],
   "source": [
    "with pd.ExcelWriter('data_out/51jobs页面内容.xlsx',mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer, sheet_name='页面内容')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "762d8df6",
   "metadata": {},
   "source": [
    "# 翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "76855cda",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3'"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看共有多少页\n",
    "total_page = results['total_page']\n",
    "total_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "6058ed9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200,000000,7200,00,9,99,%E5%B7%A5%E7%A8%8B%E5%B8%88,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=04&degreefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,7200,00,9,99,%E5%B7%A5%E7%A8%8B%E5%B8%88,2,2.html?lang=c&postchannel=0000&workyear=99&cotype=04&degreefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,7200,00,9,99,%E5%B7%A5%E7%A8%8B%E5%B8%88,2,3.html?lang=c&postchannel=0000&workyear=99&cotype=04&degreefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=']"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 得到各页面链接\n",
    "url_split = 检索.split(',')\n",
    "page_url_split = 检索.split(',')[8].split('.')\n",
    "url_group = []\n",
    "\n",
    "for i in range(1,int(total_page)+1):\n",
    "# 修改链接页数\n",
    "    page_url_split[0] = str(i)\n",
    "    url_split[8] = \".\".join(page_url_split)\n",
    "    url_complete = \",\".join(url_split)\n",
    "    url_group.append(url_complete)\n",
    "    \n",
    "url_group"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a62f6ad",
   "metadata": {},
   "source": [
    "# 详细页内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "6ca74e58",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131349038.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/128443601.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/120313244.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/130597855.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/126026893.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129454409.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/129357056.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132015469.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131077470.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132000249.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130935112.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130970777.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131432523.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/125736301.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/130936737.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/126835201.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131171630.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/125879930.html?s=sou_sou_soulb&amp;t=0']"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "href_list = df_all['job_href'].tolist()\n",
    "href_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "6bdc648d",
   "metadata": {},
   "outputs": [
    {
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       " 'https://jobs.51job.com/guangzhou-yxq/128498025.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/95931212.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/126262250.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/131701999.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/121681236.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/125354574.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/123727277.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/73227247.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130747731.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126350290.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/124075743.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/121845594.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/106572439.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129571309.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/129245684.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130568799.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/beijing/128236053.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/124405196.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/129368996.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131177161.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131272034.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/125158858.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/124954349.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/122777480.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130046582.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/128585420.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/120584239.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/129911360.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130607169.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129155812.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128586690.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126679521.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126216284.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125643778.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126369623.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125141856.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125075187.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/123886935.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/123309689.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/123228351.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/131881442.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/127089730.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131425342.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131432639.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/125144482.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/130960382.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/109083713.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/116807080.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/129188151.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131264019.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/129195814.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127011749.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/125717850.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/124752505.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129654745.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129256995.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/131242390.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129654739.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131122951.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-lwq/120312627.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131851306.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/129850537.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131422357.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126350114.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130631826.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/128849553.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131192084.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/130666343.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126317927.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130935112.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130970777.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131432523.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/125736301.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/130936737.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/126835201.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131171630.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/125879930.html?s=sou_sou_soulb&amp;t=0']"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 修正详细页链接\n",
    "corrected_href = [i.replace('\\\\','') for i in href_list]\n",
    "corrected_href"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "736a3e1f",
   "metadata": {},
   "outputs": [],
   "source": [
    "detail_df = {}\n",
    "total_df = []\n",
    "for i in corrected_href:\n",
    "    r = session.get(i)\n",
    "    职位信息_xpath = '//div[@class=\"tBorderTop_box\"]/div[@class=\"bmsg job_msg inbox\"]/p/text()'\n",
    "    职位名称_xpath = '//div[@class=\"cn\"]/h1/@title'\n",
    "    职位信息 = r.html.xpath(职位信息_xpath)\n",
    "    职位信息_合并 = \"\".join(职位信息)\n",
    "    职位名称 = r.html.xpath(职位名称_xpath)\n",
    "    detail_df[\"职位名称\"] = 职位名称\n",
    "    detail_df[\"职位信息\"] = 职位信息_合并\n",
    "    detail_df[\"链接\"] = i\n",
    "    df = pd.DataFrame(detail_df)\n",
    "    total_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "66a01f5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>职位名称</th>\n",
       "      <th>职位信息</th>\n",
       "      <th>链接</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>岗位职责：1. 依照产品规划和UI设计完成软件产品整体页面结构、样式层结构、前端页面、核心模...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/131349038...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>工作职责:1、负责前端开发和静态页面制作；2、配合UI进行前端维护与优化，提升用户体验；3、...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/128443601.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>1.负责前端项目架构设计和研发工作； 2.根据产品需求原型、UI设计稿，完成前端开发工作（P...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/120313244...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>工作职责:1.为业务产品提供良好的前端技术支撑，独立完成web前端开发任务。2.代码编写，页...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/130597855...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>前端开发工程师（小程序开发方向）</td>\n",
       "      <td>岗位职责： 1.负责公司相关业务的微信小程序开发，根据产品需求独立完成系统架构、开发和自测。...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/126026893.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>0</td>\n",
       "      <td>GIS研发经理</td>\n",
       "      <td>岗位职责描述：1、负责GIS平台的规划与研发，提出软硬件架构整体选型及设计方案，指导其他工程...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/125736301.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>0</td>\n",
       "      <td>Web前端开发工程师（实习生-国企-双休）</td>\n",
       "      <td>转正后薪资：6K-8K【岗位职责】1.负责公司前端页面开发，与产品设计进行沟通，参与产品开发...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/130936737...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>0</td>\n",
       "      <td>前端开发工程师（实习可转正） (职位编号：交付二部)</td>\n",
       "      <td></td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/126835201...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>0</td>\n",
       "      <td>前端实习生</td>\n",
       "      <td>1、负责公司网站，管理后台，h5页面，web app，小程序等前端开发和维护；2、与产品经理...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/131171630...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>0</td>\n",
       "      <td>前端开发（亿迅校招，广州）</td>\n",
       "      <td>工作职责:1、 负责公司系统、网站前端界面设计、开发。2、 负责HTML5手机应用的界面、微...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/125879930...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>118 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index                        职位名称  \\\n",
       "0        0                     前端开发工程师   \n",
       "1        0                     前端开发工程师   \n",
       "2        0                     前端开发工程师   \n",
       "3        0                     前端开发工程师   \n",
       "4        0            前端开发工程师（小程序开发方向）   \n",
       "..     ...                         ...   \n",
       "113      0                     GIS研发经理   \n",
       "114      0       Web前端开发工程师（实习生-国企-双休）   \n",
       "115      0  前端开发工程师（实习可转正） (职位编号：交付二部)   \n",
       "116      0                       前端实习生   \n",
       "117      0               前端开发（亿迅校招，广州）   \n",
       "\n",
       "                                                  职位信息  \\\n",
       "0    岗位职责：1. 依照产品规划和UI设计完成软件产品整体页面结构、样式层结构、前端页面、核心模...   \n",
       "1    工作职责:1、负责前端开发和静态页面制作；2、配合UI进行前端维护与优化，提升用户体验；3、...   \n",
       "2    1.负责前端项目架构设计和研发工作； 2.根据产品需求原型、UI设计稿，完成前端开发工作（P...   \n",
       "3    工作职责:1.为业务产品提供良好的前端技术支撑，独立完成web前端开发任务。2.代码编写，页...   \n",
       "4    岗位职责： 1.负责公司相关业务的微信小程序开发，根据产品需求独立完成系统架构、开发和自测。...   \n",
       "..                                                 ...   \n",
       "113  岗位职责描述：1、负责GIS平台的规划与研发，提出软硬件架构整体选型及设计方案，指导其他工程...   \n",
       "114  转正后薪资：6K-8K【岗位职责】1.负责公司前端页面开发，与产品设计进行沟通，参与产品开发...   \n",
       "115                                                      \n",
       "116  1、负责公司网站，管理后台，h5页面，web app，小程序等前端开发和维护；2、与产品经理...   \n",
       "117  工作职责:1、 负责公司系统、网站前端界面设计、开发。2、 负责HTML5手机应用的界面、微...   \n",
       "\n",
       "                                                    链接  \n",
       "0    https://jobs.51job.com/guangzhou-thq/131349038...  \n",
       "1    https://jobs.51job.com/guangzhou/128443601.htm...  \n",
       "2    https://jobs.51job.com/guangzhou-thq/120313244...  \n",
       "3    https://jobs.51job.com/guangzhou-hpq/130597855...  \n",
       "4    https://jobs.51job.com/guangzhou/126026893.htm...  \n",
       "..                                                 ...  \n",
       "113  https://jobs.51job.com/guangzhou/125736301.htm...  \n",
       "114  https://jobs.51job.com/guangzhou-hzq/130936737...  \n",
       "115  https://jobs.51job.com/guangzhou-hpq/126835201...  \n",
       "116  https://jobs.51job.com/guangzhou-thq/131171630...  \n",
       "117  https://jobs.51job.com/guangzhou-hzq/125879930...  \n",
       "\n",
       "[118 rows x 4 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_all = pd.concat(total_df).reset_index()\n",
    "display(df_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "db9c8788",
   "metadata": {},
   "outputs": [],
   "source": [
    "with pd.ExcelWriter('data_out/51jobs页面内容.xlsx',mode='a',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer, sheet_name='详细页内容')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e07656a",
   "metadata": {},
   "source": [
    "爬虫永不停止，但本项目到此就结束了！"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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